{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-03-15T08:25:07.714720Z",
     "start_time": "2025-03-15T08:25:07.038783Z"
    }
   },
   "source": [
    "# 导入模块\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:31:47.371164Z",
     "start_time": "2025-01-06T01:31:47.332271Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图，传入的x,y\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "38642eecfde4f826",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "#### 7.2 设置折线图的颜色、透明度、线宽、线型",
   "id": "cc47f56e0a9364bf"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:32:10.747527Z",
     "start_time": "2025-01-06T01:32:10.707852Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='red',alpha=0.5,linestyle='--',linewidth=3) \n",
    "plt.show()"
   ],
   "id": "4e062deef3fec662",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-15T08:27:39.444658Z",
     "start_time": "2025-03-15T08:27:39.315849Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#折点样式\n",
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o') \n",
    "plt.show()\n"
   ],
   "id": "f6bd7a08a963f98b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAGdCAYAAACyzRGfAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAPbhJREFUeJzt3Ql4VdW9//9P5hBIAgECCYR5nsJsVRQRRNCCqAWxalHbe+s8oNwW769V/7UXrfOAoF6Vtg6gFlD0KoMyiIhIICAigUAgAwlhzAQZT/7PWgEKGCCB5OwzvF/Ps5t1ztmQL7sx53PWXkNAZWVlpQAAANwk0F3fCAAAwCB8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtwqWh3G5XNq9e7ciIyMVEBDgdDkAAKAGzJqlBQUFio+PV2BgoHeFDxM8EhISnC4DAACcg4yMDLVu3dq7wofp8ThWfFRUlNPlAACAGsjPz7edB8fex70qfBy71WKCB+EDAADvUpMhEww4BQAAbkX4AAAAbkX4AAAAbkX4AAAAbkX4AAAAbkX4AAAAbkX4AAAAbkX4AAAAbuVxi4wB3qTCVak1aQeUW1Cs2MhwDW4fo6BA9iQCgDrt+VixYoXGjBljN44xq5jNnz//pNcLCwt1zz332HXdGzRooB49emjmzJm1/TaAx/tiU7aGPPWVbnxjte6fnWy/msfmeQBAHYaPoqIiJSYmavr06dW+PnnyZH3xxRd655139NNPP+mBBx6wYeSTTz6p7bcCPJYJGHe+s07ZecUnPZ+TV2yfJ4AAQB2Gj9GjR+uJJ57QtddeW+3rq1at0qRJk3TZZZepXbt2+s///E8bVtasWVPbbwV47K2WxxdsVmU1rx17zrxuzgMAuGHA6UUXXWR7ObKyslRZWamlS5dq69atGjlyZLXnl5SU2J3wTjwAT2bGeJza43EiEznM6+Y8AIAbwsfLL79sx3mYMR+hoaEaNWqUvUVz6aWXVnv+tGnTFB0dffww2/ECnswMLq3L8wDA39RL+Fi9erXt/UhKStKzzz6ru+++W0uWLKn2/KlTpyovL+/4kZGRUdclAXXKzGqpy/MAwN/U6VTbI0eO6JFHHtG8efN09dVX2+f69Omj5ORkPfPMMxoxYsTP/kxYWJg9AG+wJ79Yb3+z44znmIm2LaOrpt0CAOo5fJSVldkjMPDkDpWgoCC5XK66/FaAW7lclXpvTbqe+nyLCkrKZZbyMONJTdA4dVipefzomB6s9wEAdRU+zDoeqampxx+npaXZno2YmBi1adNGQ4cO1ZQpU+waH23bttXy5cv1j3/8Q88991xtvxXgEVJzCzV17kZ9v/Ogfdw3obGevL63du4rsrNaTh18eknnZhrVK86hagHA8wVUmikptbBs2TINGzbsZ8+b6bWzZs1STk6OHcexaNEiHThwwAYQM932wQcftIuSnY2Z7WIGnprxH1FRUbX71wB1qLTcpZnLt+uVr1JVWuFSRGiQplzZVb+5sN3xXo0TVzg9UFRqw0hwYICWTB6qds0aOv1PAAC3qc37d63DR30jfMATrEs/qD/+a6O27im0j4d1ba6/jOul1k0izvjnJr21Rsu37tW4vvF6YWI/N1ULAN71/s3GcsAJCkvK9dgnP+r6Gats8GjaMFQvTuyrt24ddNbgYTw8sqv9+vGG3UrJKXBDxQDgfQgfwFFf/rRHI59brlmrdsr0B/5qQGt7++Savq1qdMvQ6N06WqN7tbR//tlFKfVeMwB4I3a1hd/bW1Cixxf8qE83Vu3HkhDTQNOu7aMhnZud0983+YouWvhjjhZt3qMNGYeUmNC4jisGAO9Gzwf8lhnu9MHaDI14brkNHmYM6e8v7aBFDww95+BhdG4RqXH9Wtn2M/R+AMDP0PMBv7Rrf5EemfeDvkndbx/3jI/SU9f3Ua9W0XXy9z84oosWbNitr7ft07fb9+vCjk3r5O8FAF9Azwf8SnlF1fTZkc+vsMEjPCRQU0d308d3X1xnwcNIiInQDYMSjvd+eNikMgBwFD0f8Bs/ZObpD//aqM3ZVTsnD+nUTH+9tpfaNq2f9TjuvbyzPlybqaRdB7U0JVeXd2tRL98HALwNPR/weYdLy/XXzzbrmukrbfBoHBGiZ8Yn6p+/HVxvwcNoERWuWy9qZ9vPLNxql2gHABA+4OO+3rZXV76wQm98nWb3YhmbGG+nz5pptDWdPns+7hjaUY3Cgm3o+b9NVbNpAMDfET7gkw4WlWryB8m65c01yjhwRPHR4Xr71kF66cZ+atbIfbsoN2kYqt9d0t62n1u01Y45AQB/R/iATzEDOz9OztLw55Zr7rosmc4Nc+tj0eShGtYt1pGafjukvZpEhGjHviLNXZ/lSA0A4EkIH/AZmQcP69a3v9f9s5PtJm9dW0Rq7p0X6bGxPe2tD6dEhofozss62vaLS7appLzCsVoAwBMQPuD1zM6yb65Ms9NnzaZuocGBenhkFy24d4j6tWkiT2B2wm0RFaasQ0c0e02G0+UAgKMIH/BqP2Xn67pXv9FfPt2sw6UVGtw+Rp/ff4nuubyzDSGeIjwkyNZkvPxVqp2BAwD+ynN+OwO1UFxWoacXbtGYl1dqQ2aeIsOD9T/X9tbs//iFOjZvJE90w8AEu2/MvsISu3kdAPgrwge8zuod+zX6xa81fel2lbsqNapnSzt99tcXtFGg2aDFQ5memAeGd7Ht15bvUN6RMqdLAgBHED7gNfIOl+mP/9qoia+vVtq+IsVGhmnmzQM085YBdkEvb2A2nOsU28gGj//9eofT5QCAIwgf8Irps//3Q7ZGPL9cs7+vGqx50wVttOShoRrVq6W8SVBggB0Ma5hBsuYWDAD4G/Z2gUfLySvWnz7epMWb99jHHZo31JPX9bEDS73VlT1bqneraP2QlacZy7brT7/s4XRJAOBW9HzAI5l9UP65epdGPLfcBo+QoADdd3kn/d99l3h18DDMsu4PX9nVts2/MTvviNMlAYBbET7gcVJzCzThtW/1p/mbVFhSrn5tGuvTey/R5JFd7ZRVX3Bp52Ya3C5GpeUuvfRlqtPlAIBbET7gMczKny8s2aqrXlyptbsOqmFokB4f21Mf3XGRuraMlC85sffjg7UZ2rmvyOmSAMBtCB/wCEm7DuiXL63UC0u2qbTCpeHdYrV48lBNuqidHaTpi8zto8u6NrcrtJrQBQD+gvABRxUUl+nPH2/Sr2Z+q225hWrWKFQv39hP/ztpoOIbN5Cve3hkVe/Hxxt2a0tOvtPlAIBbED7gGDOQ9IrnVugf3+5SZaU0fkBru1jYmMR4e1vCH/RqFa2rere0//5nF9H7AcA/MNUWbpdbUKzHP9msz37Ito/bNo2wS6Nf3KmZ/NHkK7roi005NowlZxxS34TGTpcEAPWKng+4dbGwD77P0Ihnl9vgYcZy3DG0o764/1K/DR5Gp9hIXduvtW0/szDF6XIAoN7R8wG3MMuhPzL3B327Y799bBbZmnZdb3vbAdIDIzrrkw1ZWpm6T6u279NFHf03jAHwffR8oF6VVbj06rJUjXphhQ0e4SGB+u+rumveXRcRPE6QEBOhiYPaHO/9ML1EAOCr6PlAvdmQcUh/nPuDfsqumsVxSedm+uu43mrTNMLp0jzSvZd30odJGVqXfkhfbcnV8O4tnC4JAOoFPR+oc4dLy/WXTzfr2le/scGjcUSInh2fqH/cPpjgcQaxUeF2XRPjmUVb7RLzAOCLCB+oU8u37tXI51fYHVvNe+e4vvH6cvJQXT+gtd9Mnz0fd1zaUZFhwTa0HZsNBAC+hvCBOnGgqFQPzknWpLfWKPPgEbVq3EBv3zZIL0zsp6aNwpwuz2s0aRiq313SwbafX7xV5RUup0sCgDpH+MB5MQMj563P1PBnl2ne+iyZldBvv7i9Fj14qYZ1jXW6PK90+5B2ahIRoh37ijR3XZbT5QBAnSN84JxlHDisSW9/rwfnbNDBw2Xq1jJSc++6WH8e00MNwxjLfK4iw0N012WdbPvFL7fZDfcAwJcQPlBr5lbA/369w47tWLF1r0KDAzXlyq5acO8QVuesI7dc2FYtosKUdeiI3v8u3elyAKBO+c3HU7Nz6Jq0A3Zp79jIcLujqK/ullqf12rz7nz9ce5GbczMs48vaB9jFwvr0LyRw1X7lvCQIN17eWf9v/mb9MrSVE0YlKCIUL/5zxWAj6v1b7MVK1bo6aefVlJSkrKzszVv3jyNGzfu+Ounm9Hwt7/9TVOmTJETvtiUrccXbFZ2XvHx5+Kiw/XomB4a1SvOkZo81emu1dTR3fRTToFeX7HDhpPI8GC7WNiEgQkKJMTVC3NtzfVOP3BYs1btPH4rBgD87rZLUVGREhMTNX369GpfN4HkxOOtt96ygeT666+XU2+md76z7qQ3UyMnr9g+b17Hma+VeXzf7GTNWLbdBg+zC6uZPjtxcBuCRz0yt7PMsuvGzGXblXekzOmSAMCZno/Ro0fb43Ratmx50uOPP/5Yw4YNU4cOVdMH3cm8UZpP8dUt1WSeM2+b5vUrerT0+1swZ7pWx5hL9Oqv+2tUb3qL3OWavq1s6NuWW2jH2Tw0sqvTJQHAeavXm8h79uzRZ599pr///e+nPaekpMQex+TnVy3FXRfMuIVTP8WfyLzRmtfvfi9JcdEN5M+y846c8VoZZtGw6IhQt9UE2VBsAscd7yTZhdvMCqjNWDcFgJer1/BhQkdkZKSuu+66054zbdo0Pf744/Xy/c2AyZr4YtOeevn+vqim1xR158qeLdSndbQd5Pvq0u12KjMAeLN6DR9mvMdNN92k8PDw054zdepUTZ48+aSej4SEhDr5/mamRk2YJcBbNfHvno+sg0c0P3l3nV1T1B0zZurhkV31m7fW6J3vdul3l7RXfGP//nkF4N3qLXx8/fXXSklJ0Zw5c854XlhYmD3qg5kiamZqmMGl1Y1lMKM8WkaH69kJfRnz4arUd2kHznqtzDWF+5kdgc21N7cSX/5qm6Zd18fpkgDA8xYZe/PNNzVgwAA7M8YpJlCY6bTGqdHi2GPzur8HD4Nr5fm9H2YhN+ODtZnaua/I6ZIAwH3ho7CwUMnJyfYw0tLSbDs9Pf2kWycffvihfve738lpZh2PGTf3t5/aT2Qem+dZ5+PfuFaebVC7GA3r2tz2Uj2/ZKvT5QDAOQuoNDuD1cKyZcvs1NlTTZo0SbNmzbLt119/XQ888IBd5yM6OrpWBZngYv5MXl6eoqKiVFdY4bTmuFaea1NWnn758kqZtfw+v/8SdWtZd/+NAMD5qM37d63DR32rr/AB+Iq7312nz37I1hU9WuiN3wx0uhwAqPX7NxvLAV7mwSu62AXfFm/eo/XpB50uBwBqjfABeJlOsY10Xf/Wtv3sIsZ+APA+hA/AC90/vLNCggK0MnWfVqXuc7ocAKgVwgfghRJiInTj4Da2/fSiFHnY0C0AOCPCB+Cl7hnWSeEhgVqffkhfbcl1uhwAqDHCB+ClYqPC7UZzxtMLU+QyO/8BgBcgfABe7I5LOyoyLFhbcgrs9FsA8AaED8CLNWkYqv+4tINtP7d4q8orXE6XBABnRfgAvNztQ9orpmGo0vYV6V/rMp0uBwDOivABeLlGYcG667KOtv3ikm0qKa9wuiQAOCPCB+ADbv5FW7WMCtfuvGK9992/N3kEAE9E+AB8QHhIkO4d3sm2py9N1eHScqdLAoDTInwAPmLCwAS1iYnQvsJSvf3NTqfLAYDTInwAPiIkKFAPXtHZtl9bvl15R8qcLgkAqkX4AHzI2MRW6tKikfKLy/XGih1OlwMA1SJ8AD4kKDBAD43sattvfZOmfYUlTpcEAD9D+AB8zMgeLZTYOlqHSyv06tLtTpcDAD9D+AB8TEBAgB6+sqr3453Vu5R16IjTJQHASQgfgA8a0qmZLmgfo9IKl17+cpvT5QDASQgfgI/2fkw52vvxYVKmXXodADwF4QPwUQPbxejybrGqcFXq+cVbnS4HAI4jfAA+7KGRXezXBRt366fsfKfLAQCL8AH4sJ7x0bq6T5wqK6VnF9H7AcAzED4AH/fgiC4KDJCW/LRH69IPOl0OABA+AF/XKbaRru/f2rafXZTidDkAQPgA/MH9IzorJChA36Tu16rUfU6XA8DPET4AP9C6SYR+PbiNbT+9KEWVZhAIADiE8AH4ibsv76TwkECtTz+kL3/KdbocAH6M8AH4idjIcN16UXvbfmZRilwuej8AOIPwAfiRO4Z2UGRYsLbkFOjTH7KdLgeAnyJ8AH6kcUSo/vPSDrZtVj0tr3A5XRIAP0T4APzMbUPaK6ZhqN3v5V/rMp0uB4AfInwAfqZRWLDuuqyjbb+4ZJuKyyqcLgmAnyF8AH7o5l+0VVx0uHbnFeu979KdLgeAnyF8AH4oPCRI917e2bZfXZaqopJyp0sC4EcIH4CfGj+wtdo2jdC+wlLNWrXT6XIA+BHCB+CnQoIC7aZzxmvLtyvvcJnTJQHwE7UOHytWrNCYMWMUHx+vgIAAzZ8//2fn/PTTTxo7dqyio6PVsGFDDRo0SOnp3FcGPM2YxHh1bRGp/OJyvf71dqfLAeAnah0+ioqKlJiYqOnTp1f7+vbt2zVkyBB169ZNy5Yt08aNG/WnP/1J4eHhdVEvgDoUFBigh0ZW9X68tXKn9haUOF0SAD8QUHkeO0yZno958+Zp3Lhxx5+bOHGiQkJC9M9//vOc/s78/HzbY5KXl6eoqKhzLQ1ADZlfAeNeXaUNGYd028Xt9OiYnk6XBMAL1eb9u07HfLhcLn322Wfq0qWLrrzySsXGxuqCCy6o9tbMMSUlJbbgEw8A7mM+REwZ2dW2312drqxDR5wuCYCPq9PwkZubq8LCQj355JMaNWqUFi1apGuvvVbXXXedli9fXu2fmTZtmk1Kx46EhIS6LAlADVzcqal+0SFGpRUuvfzlNqfLAeDj6rznw7jmmmv04IMPqm/fvvrjH/+oX/7yl5o5c2a1f2bq1Km2i+bYkZGRUZclAahp78eVVb0fHyZlasfeQqdLAuDD6jR8NGvWTMHBwerRo8dJz3fv3v20s13CwsLsvaETDwDuN6BtjIZ3i1WFq1LPL6H3A4CXhI/Q0FA7rTYlJeWk57du3aq2bdvW5bcCUA8mH535smDDbm3ezfgrAB4SPsyYjuTkZHsYaWlptn2sZ2PKlCmaM2eO3njjDaWmpuqVV17RggULdNddd9V99QDqVM/4aP2yT5xtP7f45A8RAODYVFuzdsewYcN+9vykSZM0a9Ys237rrbfsQNLMzEx17dpVjz/+uB0HUhNMtQWctX1voa54brlcldLcuy5S/zZNnC4JgBeozfv3ea3zUR8IH4Dz/uujDfpgbaYu6thU7/3HL5wuB4AXcGydDwC+4b7hnRUaFKhV2/frm9R9TpcDwMcQPgD8TOsmEfr1BW1s++mFKXYVVACoK4QPANW6a1hHNQgJUnLGIS35KdfpcgD4EMIHgGrFRobr1ovb2fazi1LkMiNQAaAOED4AnNbvL+2gyPBgbckp0IKNu50uB4CPIHwAOK3GEaE2gBjPL96qsoqqLRQA4HwQPgCc0W0Xt1fThqHauf+w/pWU6XQ5AHwA4QPAGTUMC9ZdwzrZ9otfblNxWYXTJQHwcoQPAGd10wVtFBcdruy8Yr33XfWbRAJATRE+AJxVeEiQXXjMmL40VUUl5U6XBMCLET4A1MivBrRWu6YR2l9Uqre/SXO6HABejPABoEZCggL14BVdbPu1FTuUd7jM6ZIAeCnCB4AaG9MnXt1aRqqguFyvrdjudDkAvBThA0CNBQYG6KGRXW377W92am9BidMlAfBChA8AtTKie6wSExrrSFmFHXwKALVF+ABQKwEBAfqvK6t6P8y026xDR5wuCYCXIXwAqLWLOzXThR2aqrTCpZeWbHO6HABehvAB4Jw8fLT346N1mdqxt9DpcgB4EcIHgHMyoG0TO/6jwlWp5+n9AFALhA8A52zyFVW9Hws27Nbm3flOlwPASxA+AJyzHvFRGpMYb9vPLU5xuhwAXoLwAeC8PDiis4ICA7Tkp1wl7TrodDkAvADhA8B56dC8kX7Vv7VtP7OQ3g8AZ0f4AHDe7hvRWaFBgfp2x359k7rP6XIAeDjCB4Dz1qpxA/36gja2/beFKaqsrHS6JAAejPABoE7cPayTGoQEaUPGITv+AwBOh/ABoE40jwzTbRe3Oz72w+Wi9wNA9QgfAOrM7y/tqMjwYKXsKdCCjbudLgeAhyJ8AKgz0REhumNoR9t+fvFWlVW4nC4JgAcifACoU7de1E7NGoVq5/7D+igp0+lyAHggwgeAOtUwLFh3XdbJtl/6cpuKyyqcLgmAhyF8AKhzZtptXHS4svOK9e536U6XA8DDED4A1LnwkCDdP7yzbb+6NFVFJeVOlwTAgxA+ANSL6we0VvtmDbW/qFRvf5PmdDkAPAjhA0C9CAkK1AMjqno/XluxQ3mHy5wuCYCHIHwAqDdj+sSrW8tIFRSX67UV250uB4CHIHwAqDeBgQF6aGRX235rZZo+35Stj5Oz9O32/apgBVTAb9U6fKxYsUJjxoxRfHy8AgICNH/+/JNev/XWW+3zJx6jRo2qy5oBeJER3WPVrmmEistduvOddbp/drJufGO1hjz1lb7YlO10eQC8IXwUFRUpMTFR06dPP+05JmxkZ2cfP95///3zrROAl1r4Y45dcOxUOXnFNowQQAD/E1zbPzB69Gh7nElYWJhatmx5PnUB8AHm1srjCzZX+5q56RIg2dev6NFSQYHmEQB/UC9jPpYtW6bY2Fh17dpVd955p/bv33/ac0tKSpSfn3/SAcA3rEk7YBcaOx0TQMzr5jwA/qPOw4e55fKPf/xDX375pZ566iktX77c9pRUVFS/xPK0adMUHR19/EhISKjrkgA4JLeguE7PA+Cnt13OZuLEicfbvXv3Vp8+fdSxY0fbGzJ8+PCfnT916lRNnjz5+GPT80EAAXxDbGR4nZ4HwDfU+1TbDh06qFmzZkpNTT3t+JCoqKiTDgC+YXD7GLvHy+lGc5jnzevmPAD+o97DR2Zmph3zERcXV9/fCoCHMYNIHx3Tw7ZPF0DM6ww2BfxLrcNHYWGhkpOT7WGkpaXZdnp6un1typQpWr16tXbu3GnHfVxzzTXq1KmTrrzyyvqoH4CHG9UrTjNu7q+W0T+/tfKnX/awrwPwL7Ue87F27VoNGzbs+ONj4zUmTZqkGTNmaOPGjfr73/+uQ4cO2YXIRo4cqb/85S/29goA/2QChplOa2a1mMGl//x2l9buOqisQ0ecLg2AAwIqKys9ao1jM+DUzHrJy8tj/Afgo77aske3z1qrJhEhWv3IcIUFBzldEgA3vn+ztwsAtxvaJVYto8J18HCZFm/e43Q5ANyM8AHA7cwA0wkDW9v27DUZTpcDwM0IHwAcMX5gggICpJWp+5Rx4Od7vwDwXYQPAI5IiInQkE7NbPuDtfR+AP6E8AHAMTcMqlrN+MO1mSqvcDldDgA3IXwAcMwVPVoopmGocvKLtWLbXqfLAeAmhA8AjjFTbK/r18q232fgKeA3CB8APOLWy1dbcpWbz+62gD8gfABwVOcWkRrQtokqXJX6aF2m0+UAcAPCBwCP6f2Y832GPGzRZQD1gPABwHG/7BOnRmHB2rX/sFbvOOB0OQDqGeEDgOMiQoM1tm+8bc/+Pt3pcgDUM8IHAI8w8eitl8835ejQ4VKnywFQjwgfADxC71bR6h4XpdJyl+avz3K6HAD1iPABwCMEBAQc7/2YzcBTwKcRPgB4jHF9WyksOFBbcgq0MTPP6XIA1BPCBwCPER0Roqt6x9k2A08B30X4AOCRa358krxbRSXlTpcDoB4QPgB4lAvax6hd0wgVlVbos43ZTpcDoB4QPgB43MDTGwa1sW1uvQC+ifABwONcP6CVggMDtC79kLbuKXC6HAB1jPABwOPERoZrePdY2569JsPpcgDUMcIHAI808eitl7nrM1VSXuF0OQDqEOEDgEe6tEtztYwK16HDZVr04x6nywFQhwgfADxSUGCAJgxsbdtzvufWC+BLCB8APNb4gQkKCJBWpu5TxoHDTpcDoI4QPgB4rISYCA3p1My26f0AfAfhA4BXDDz9MClD5RUup8sBUAcIHwA82ogesYppGKo9+SVavnWv0+UAqAOEDwAeLSw4SNf1a2Xbs7n1AvgEwgcAjzdxcNVmc19tyVVufrHT5QA4T4QPAB6vU2ykBrZtogpXpT5MynS6HADnifABwCvcMKiq9+ODtRlyuSqdLgfAeSB8APAKV/eJU6OwYO3af1ir0/Y7XQ6A80D4AOAVIkKDNbZvvG2z5gfg3QgfALzGjUfX/Ph8U44OHS51uhwA54jwAcBr9GoVpR5xUSotd2ne+iynywHgrvCxYsUKjRkzRvHx8QoICND8+fNPe+4dd9xhz3nhhRfOtT4AOM78Pjk27Xb2mgxVVjLwFPCL8FFUVKTExERNnz79jOfNmzdPq1evtiEFAOrKNYmtFBYcqJQ9BdqQmed0OQDcET5Gjx6tJ554Qtdee+1pz8nKytK9996rd999VyEhIedSFwBUKzoiRFf1jrPtOd+nO10OAE8Y8+FyuXTLLbdoypQp6tmz51nPLykpUX5+/kkHAJzJxKNrfnySvFtFJeVOlwPA6fDx1FNPKTg4WPfdd1+Nzp82bZqio6OPHwkJVb9UAOB0BrePUftmDVVUWqFPN+52uhwAToaPpKQkvfjii5o1a5YdGFYTU6dOVV5e3vEjI4P5+wDOzPx+ObbiKZvNAX4ePr7++mvl5uaqTZs2tvfDHLt27dJDDz2kdu3aVftnwsLCFBUVddIBAGdzXf9WCg4M0Pr0Q0rJKXC6HABOhQ8z1mPjxo1KTk4+fpjZLmb8x8KFC+vyWwHwc7GR4RrePda2WfEU8C7Btf0DhYWFSk1NPf44LS3NhoyYmBjb49G0adOTzjezXVq2bKmuXbvWTcUAcNTEwW208Mc9mrs+U/81qqvCQ4KcLglAffR8rF27Vv369bOHMXnyZNv+85//XNu/CgDOy6WdmysuOlyHDpdp0eY9TpcDoL56Pi677LJarSq4c+fO2n4LAKiRoMAAjR+YoJe+3GbX/BibyKKGgDdgbxcAXm38gNYyk+u+Sd2v9P2HnS4HQA0QPgB4tYSYCA3p1My2P1jLwFPAGxA+AHi9Gwe3sV8/TMpQeYXL6XIAnAXhA4DXG9G9hWIahmpPfomWpex1uhwAZ0H4AOD1QoMDdX3/VrbNiqeA5yN8APAJx5ZbX5qSqz35xU6XA+AMCB8AfEKn2EgNbNtEFa5KfZSU6XQ5AM6A8AHAp1Y8PbbcustV8/WIALgX4QOAz7iqd0tFhgUr/cBhrd6x3+lyAJwG4QOAz4gIDdbYvlWrnDLwFPBchA8APmXioKpbL19sytHBolKnywFQDcIHAJ/Sq1WUesRFqbTCpfnJWU6XA6AahA8APiUgIEA3Dq6adjt7TUatNsIE4B6EDwA+Z2zfVgoLDlTKngIlZxxyuhwApyB8APA50Q1CdHXvuOPTbgF4FsIHAJ9e8fSTDbtVWFLudDkATkD4AOCTBrePUYdmDXW4tEKfbdztdDkATkD4AOCzA0+P9X68v4ZbL4AnIXwA8FnX9W+t4MAAO+h0S06+0+UAOIrwAcBnNY8M04juLWybgaeA5yB8APBpNxxd82Pe+iwVl1U4XQ4AwgcAX3dp5+aKjw7XocNlWrR5j9PlACB8APB1QYEBGj/w2Iqn6U6XA4DwAcAfjB/YWgEB0qrt+7Vrf5HT5QB+j/ABwOe1bhKhSzo3t+0P1jLwFHAa4QOAX5h4dM2PD9dmqrzC5XQ5gF8jfADwC2bKbdOGocotKNGylL1OlwP4NcIHAL8QGhyo6we0tu3Z3zPwFHAS4QOA35hwdNbLV1tylZNX7HQ5gN8ifADwG51iG2lQuyZyVUr/WpfpdDmA3yJ8APArNwxqc3y5dZdJIQDcjvABwK9c1bulIsOClX7gsFbv2O90OYBfInwA8CsRocG6pl+8bb/PZnOAIwgfAPzOxKO3XhZuytHBolKnywH8DuEDgN/p1SpaPeOjVFrhsrvdAnAvwgcAv17x1Aw8raxk4CngToQPAH5pbN9WCg8JVMqeAiVnHHK6HMAtKlyV+nb7fn2cnGW/msdeET5WrFihMWPGKD4+XgEBAZo/f/5Jrz/22GPq1q2bGjZsqCZNmmjEiBH67rvv6rJmADhv0Q1CdFXvONuevYaBp/B9X2zK1pCnvtKNb6zW/bOT7Vfz2Dzv8eGjqKhIiYmJmj59erWvd+nSRa+88op++OEHrVy5Uu3atdPIkSO1dy97KQDwzIGnCzbuVmFJudPlAPXGBIw731mn7FNW9jUr/Zrn3R1AAirP42an6fmYN2+exo0bd9pz8vPzFR0drSVLlmj48OFn/TuPnZ+Xl6eoqKhzLQ0Azsr8+hv+7HLt2FekJ6/rrYmDq8II4EsqXJW2h+PU4HFMgKSW0eFa+YfLFRRoHp2b2rx/1+uYj9LSUr3++uu2GNNbUp2SkhJb8IkHALiD+QB1w9GBp7NZ8wM+ak3agdMGD8P0QJjXzXnuUi/h49NPP1WjRo0UHh6u559/XosXL1azZs2qPXfatGk2nBw7EhKqfhEAgDtc17+1ggMD7KDTLTl8+IHvyS0ortPzPDZ8DBs2TMnJyVq1apVGjRqlCRMmKDc3t9pzp06dartojh0ZGXz6AOA+zSPDdEWPFrbNwFP4otjI8Do9z2PDh5np0qlTJ/3iF7/Qm2++qeDgYPu1OmFhYfbe0IkHALjTsVsvZsGx4rIKp8sB6tTg9jGKjQw77etmlEdcdLg9z6fW+XC5XHZsBwB4oks6N1d8dLjyjpRp4Y85TpcD1PnAajO1vDrHhpc+OqbHeQ02rffwUVhYaG+pmMNIS0uz7fT0dDsN95FHHtHq1au1a9cuJSUl6fbbb1dWVpbGjx9fH/UDwHkzv3THD/z3iqeAL3nqiy3alluosOBANWsUetJrZpbLjJv7a1SvqjVv3CW4tn9g7dq1dkzHMZMnT7ZfJ02apJkzZ2rLli36+9//rn379qlp06YaNGiQvv76a/Xs2bNuKweAOjR+YGu99NU2rdq+X7v2F6lt04ZOlwSct882ZuuNr9Ns+4Ub+mpkz5Z2VosZXGrGeJhbLe7s8Tjn8HHZZZedcR+EuXPnnm9NAOB2rZtE6NLOzbV8617b+/Ffo7o5XRJwXrbtKdCUjzbY9u+HdtDooyv6XtixqZzG3i4AcMpmcx8mZaq8wuV0OcA5Kygu0+/fSdLh0gpd2KGppozsKk9C+ACAo4Z3b6GmDUO1t6BES1PYEgLeqbKyUlM+3Kgde4vsLJaXf91PwUGe9XbvWdUAgINCgwN1/YDWtj3n+3SnywHOyWsrduiLH3MUEhSgV2/qr2aNTj/N1imEDwA4wYSjs16+2pJrN90CvMmq1H362xdbbPvRMT3Vr00TeSLCBwCcoFNsIw1uFyNXpfRREtNu4T12Hzqie95fb392fzWgtW66wHM3SiR8AMBpVjydszZDLvObHPBwJeUVuvPddTpQVKqe8VF6Ylwvu3GipyJ8AMApruodp8iwYGUcOKJvd+x3uhzgrP6/BZu1IeOQXcl05s0DFB4SJE9G+ACAUzQIDdI1/eJtezYrnsLDfbg2Q+9+ly7T0fHCxL5KiImQpyN8AEA1Jg6qul++cFOO7coGPNGmrDz99/xNtv3A8C4a1jVW3oDwAQDV6NUqWr1aRam0wmV3uwU8zcGiUt3xTpJKy126vFus7r28k7wF4QMATuOGo70fZs2PM20rAbhbhatS989JVubBI2oTE6HnJ/RVoAN7tJwrwgcAnMbYxHiFhwRq655Crc845HQ5wHEvfrlNK7butT+fZoBpdESIvAnhAwBOw8wcMDNfjDlrGHgKz/DlT3v00pfbbHvadb3VIz5K3obwAQA1GHi6YONuFZaUO10O/NzOfUV6YE6ybf/mwra6tl/VdgDehvABAGcwqF0TdWje0O4OumDDbqfLgR87UlphB5gWFJerf5vG+n9X95C3InwAwBmYVSInHl3xlDU/4JTKyko9Mu8HbckpULNGoXr1pgF2I0Rv5b2VA4CbXNe/tYIDA+wKkj9l5ztdDvzQP1fvslO+gwID9Mqv+6tldLi8GeEDAM7CbEl+RY8Wtj2H3g+4WdKuA3b5dGPq6G76RYem8naEDwCoxWZz5tNncVmF0+XAT+QWFOuud9ep3FWpq/vE6bdD2ssXED4AoAYu6dxcrRo3UN6RMi38McfpcuAHyipcuue99dqTX6JOsY30t+v7ePROtbVB+ACAGjD32scPrJrWOJs1P+AGT32+RWvSDqhRWLBeu2WAGoYFy1cQPgCghsYPTLA7h367Y79dbwGoL59u3K3/XZlm28+MT1TH5o3kSwgfAFBD5rbLpZ2b2/YHa+n9QP3YuqdA//XRRtu+Y2hHjerVUr6G8AEAtXBszY8PkzLtPXmgLhUUl+mOfybZRe0u7tRUD4/sIl9E+ACAWhjevYWaNgzV3oISLd2S63Q58LGFxB7+cIN27CtSXHS4XprYT8FBvvk27Zv/KgCoJ2ZVyV8NqBp4ypofqEszl+/Qwh/3KDQoUDNuHqCmjcLkqwgfAFBLE47eelmakqucvGKny4EP+CZ1n55euMW2HxvbU30TGsuXET4AoJbMzIPB7WLkqpQ+SqL3A+cn69AR3fv+evvzNH5Aa904uCrc+jLCBwCcx4qnc9ZmyGXeNYBzUFJeobveSdKBolL1ahWlv4zr5TMLiZ0J4QMAzsFVveMUGR6sjANHtGr7fqfLgZd67JPN2pCZp8YRIZpx0wCFhwTJHxA+AOAcNAgN0ri+rWx79vfpTpcDL/TB9xl6f026XbjuxYn9lBATIX9B+ACA87z1sujHPbbbHKipTVl5+n8fb7LtySO6aGiXqsXr/AXhAwDOUa9W0fY+fWmFy+52C9TEwaJS/f6fSSotd2lE91jdPayT/A3hAwDOww2D2tivs9ek20WigDOpcFXq/jnJdoZL26YRenZCXwUG+v4A01MRPgDgPFzTN17hIYHalluodemHnC4HHu6FJVu1Yute+zMz8+YBim4QIn9E+ACA8xAVHqKre8fb9hwGnuIMlmzeo5e/SrXtJ6/ro+5xUfJXhA8AOE8Tjy4KtWBDtt0YDDjVzn1FevCDZNu+9aJ2GtevaqaUv6p1+FixYoXGjBmj+Ph4uxDK/Pnzj79WVlamP/zhD+rdu7caNmxoz/nNb36j3bt313XdAOAxBrZtog7NG+pIWYU+3ZjtdDnwMIdLy3XHO0kqKC7XgLZN9MhV3eXvah0+ioqKlJiYqOnTp//stcOHD2vdunX605/+ZL/OnTtXKSkpGjt2bF3VCwAex3wQm3h02q0ZeAocYwYhT537g7bkFKhZozC9elN/uzmhvwuu7R8YPXq0PaoTHR2txYsXn/TcK6+8osGDBys9PV1t2lSNCgcAX3Nd/9Z6emGKXa1y8+589Yj33/v5+Le/r9qpj5N3KygwQNN/3U8tosKdLskj1Hv8ysvLs58KGjeufoe+kpIS5efnn3QAgLcxn2qv6NHCtj9Yy2ZzkNbuPKAnPvvJts2tlgs6NHW6JP8IH8XFxXYMyI033qioqOo/BUybNs32mBw7EhJ8fzc/AL695sfcdZkqLqtwuhw4KLegWHe9u07lrkr9sk+cbr+4ndMl+Uf4MINPJ0yYYO93zZgx47TnTZ061faOHDsyMvjEAMA7DenUTK0aN1B+cbkW/pjjdDlwSFmFS/e8u165BSXq0qKRnrq+j1/sVOt4+DgWPHbt2mXHgJyu18MICwuzr594AIA3Mvf1xw9sbdtmwzD4pyc/36I1Ow+oUViwXUisYVith1f6vMD6Ch7btm3TkiVL1LQp97gA+I/xAxPsLqWrdxxQ2r4ip8uBm32yYbfeXJlm289OSFSH5o2cLsk3wkdhYaGSk5PtYaSlpdm2mc1igsevfvUrrV27Vu+++64qKiqUk5Njj9JSdnwE4PvMbZdjO5Qy8NS/bN1ToD98tNG277qso67s2dLpknwnfJhg0a9fP3sYkydPtu0///nPysrK0ieffKLMzEz17dtXcXFxx49Vq1bVR/0A4HGOrfnxUVKmvf8P35dfXKY7/plkF5ozY38eGtnV6ZI8Wq1vRF122WVn3LmRXR0B+LvLu7VQs0ah2ltQoq+25PIJ2Me5XJV6+IMN2rGvSPHR4XpxYl87/genxzJrAFDHzAqW1/evGng653tuvfi6mSu2a9HmPQoNCtSMmweoaaMwp0vyeIQPAKgHE47eelmWkqvsvCNOl4N6snLbPj2zMMW2H7+mpxITql9QEycjfABAPejYvJEGt4+Rq1L6aG2m0+WgHmQdOqJ7319n/z++YWCCbhzMFiI1RfgAgHoeeDpnbYYdFwDfYVawvfOdJB08XKberaJtrwdqjvABAPVkdK84RYYHK/PgEX2zfZ/T5aAOPb7gR23MzFPjiBDNuLm/wkOCnC7JqxA+AKCeNAgN0ri+rWx7NgNPfcac79P1/poMu5jcSxP7qXWTCKdL8jqEDwCoRzccvfWy6MccHShisUVvtzHzkP708Y+2/dAVXXTp0QXlUDuEDwCoR71aRdsxAWUVlXa3W3gvEx7vfGedSstdGtG9he66rJPTJXktwgcAuKn3w6z5wUKM3qnCVan7Z6+3M1zaNY2w+7YEspDYOSN8AEA9G9s3XuEhgdqWW6h16QedLgfn4PnFW/X1tn1qEBKkmbcMUHSDEKdL8mqEDwCoZ1HhIbq6d7xtz17DwFNvs3jzHr2yNNW2n7y+t7q1jHK6JK9H+AAAN5g4uOrWy6cbs1VQXOZ0OaihtH1Fmjynahf3Wy9qp2uOzl7C+SF8AIAbDGzbRB2bN7S7ni7YkO10OaiBw6XldqfagpJy+//ff1/d3emSfAbhAwDcICAgQBMHtTm+TgQ8mxkYPHXuD0rZU6DmkWF69ab+CgniLbOucCUBwE2u7d9KIUEB2pCZp827850uB2cwa9VOfZy8W8GBATZ4xEaFO12STyF8AICbNGsUpit6tLBtej881/c7D+ivn/1k249c1V2D2sU4XZLPIXwAgBvdcPTWy7z1WXZzMniW3Pxi3fXuOpW7KjU2MV63XdzO6ZJ8EuEDANzokk7N1KpxA+UXl+uLTTlOl4MTlFW4dPd767S3oERdW0TaabVmrA7qHuEDANzIrIo5YWDVtNvZ3HrxKNP+b4u+33lQkWHBdiGxiNBgp0vyWYQPAHCz8QNb2x1RV+84YNeRgPM+Ts7SW9+k2bZZOr19s4ZOl+TTCB8A4GbxjRto6NHdUM1+L3BWSk6B/vivH2z77mEdNbJnS6dL8nmEDwBwwMSjm819lJRpxxrAGfnFZbrjnSS7+NslnZtp8hVdnS7JLxA+AMABw7u3ULNGodpXWKKvtuQ6XY5fcrkq9dAHG+ytLzMI+MWJ/RTETrVuQfgAAAeY1TKvH9Datrn14owZy7fbTeNCgwM14+b+imkY6nRJfoPwAQAOueHorJdlKbnKzjvidDl+5ette/XsohTb/ss1PdWndWOnS/IrhA8AcEiH5o00uH2MXJXSh2sznS7Hb2QePKz73l9vr7sZe3Ns4Te4D+EDADxg4Km59WLGIKB+mVVl73xnnQ4eLlOf1tF6bGxPp0vyS4QPAHDQVb3jFBkerKxDR/TN9n1Ol+PzHvvkR/2QlacmESF2w7jwkCCnS/JLhA8AcJB587u2Xyvbns3A03o1e026vcZmQstLN/ZT6yYRTpfktwgfAOCwG47eeln0Y472F5Y4XY5P2ph5SH/+5EfbfmhkV13SuWqRNziD8AEADusZH63eraJVVlFpd7tF3TpQVGrHeZSWu3RFjxa6c2hHp0vye4QPAPCg3g9zW6CykoGndaXCVWlntpgxNWa/FrNvi9ncD84ifACAB7imb7wahAQpNbdQ69IPOl2Oz3hucYpWpu6z13bmzQMUFR7idEkgfACAZ4gMD9HVfeJse/YaBp7WBTOGZvrS7bb91K/6qGvLSKdLwlGEDwDwsDU/Pt2YrYLiMqfL8Wo79hbafVuM2y9ur7GJ8U6XhBMQPgDAQwxo20Qdmze0O6x+smG30+V4rcOl5Xan2oKScg1uF6OpV3VzuiScIvjUJwAAzggICNDEQW301//7ya5J0aFZI+UWFCs2Mtwuw86Oq6cfVLom7cDRaxWmd79L19Y9hbb9yk397CZ+8CwBlbUcVr1ixQo9/fTTSkpKUnZ2tubNm6dx48Ydf33u3LmaOXOmff3AgQNav369+vbtW+O/Pz8/X9HR0crLy1NUVFTt/jUA4OXMOh+D/2eJKlwnPx8XHa5Hx/TQqF5V40JQ5YtN2Xp8wWZl5xWf9LzJaR/8/kINbBfjWG3+Jr8W79+1joNFRUVKTEzU9OnTT/v6kCFD9NRTT9X2rwYAv/f9zgM/Cx5GTl6xXavCvNmiirkW5pqcGjwMs03OPhZs853bLqNHj7bH6dxyyy32686dO8+vMgDww9sH5lN8dUwXtbnpYl6/okdLv78Fc+xana7rnmvl2Rwf81FSUmKPE7ttAMAfmXEL1X2KP8a80ZrX734vSXHRDeTPsvOO1OhamWt6Ycembq0NXhA+pk2bpscff9zpMgDAcWbAZE18sWlPvdfib9cUfhY+pk6dqsmTJ5/U85GQUDXXHQD8iZnVUhPj+sarVRP/7vnIOnhE85N319k1hZ+Fj7CwMHsAgL8z02nNrBYzuLS6sQxm5ELL6HA9O6Gv349jMGM+vks7cNZrZa4pPA+TnwHAQ5hAYabTGqdGi2OPzev+HjwMrpWfhY/CwkIlJyfbw0hLS7Pt9PR0+9is7WEeb95cNWI7JSXFPs7Jyanr2gHA55h1PGbc3N9+aj+ReWyeZ52Pf+Na+dEiY8uWLdOwYcN+9vykSZM0a9Yse9x2220/e/3RRx/VY489dta/n0XGAODUVTtZ4fRMuFaeoTbv37UOH/WN8AEAgPep1xVOAQAAzgfhAwAAuBXhAwAAuBXhAwAAuBXhAwAAuBXhAwAAuBXhAwAAuBXhAwAAuBXhAwAA+Neutqc6tuCqWSkNAAB4h2Pv2zVZON3jwkdBQYH9mpCQ4HQpAADgHN7HzTLrXrW3i8vl0u7duxUZGamAgIA6T2Um1GRkZLBvzFlwrWqOa1VzXKva4XrVHNfK+Wtl4oQJHvHx8QoMDPSung9TcOvWrev1e5iLzQ9nzXCtao5rVXNcq9rhetUc18rZa3W2Ho9jGHAKAADcivABAADcyq/CR1hYmB599FH7FWfGtao5rlXNca1qh+tVc1wr77pWHjfgFAAA+Da/6vkAAADOI3wAAAC3InwAAAC3InwAAAC38ovwsWLFCo0ZM8auumZWTZ0/f77TJXmsadOmadCgQXaF2djYWI0bN04pKSlOl+WRZsyYoT59+hxfqOfCCy/U559/7nRZXuHJJ5+0/y0+8MADTpficR577DF7bU48unXr5nRZHisrK0s333yzmjZtqgYNGqh3795au3at02V5pHbt2v3sZ8scd999t9tr8YvwUVRUpMTERE2fPt3pUjze8uXL7Q/i6tWrtXjxYpWVlWnkyJH2GuJkZiVe8yaalJRkf9ldfvnluuaaa/Tjjz86XZpH+/777/Xaa6/Z4Ibq9ezZU9nZ2cePlStXOl2SRzp48KAuvvhihYSE2OC/efNmPfvss2rSpInTpXnsf3vZJ/xcmd/xxvjx491ei8ctr14fRo8ebQ+c3RdffHHS41mzZtkeEPMGe+mllzpWlycyvWkn+utf/2p7Q0xwM28e+LnCwkLddNNNeuONN/TEE084XY7HCg4OVsuWLZ0uw+M99dRTdo+St99++/hz7du3d7QmT9a8efOTHpsPTx07dtTQoUPdXotf9Hzg3OXl5dmvMTExTpfi0SoqKjR79mzbQ2Ruv6B6plft6quv1ogRI5wuxaNt27bN3ibu0KGDDWvp6elOl+SRPvnkEw0cONB+cjcfkvr162eDLc6utLRU77zzjm6//fY638S1Jvyi5wPnvsOwuSdvujV79erldDke6YcffrBho7i4WI0aNdK8efPUo0cPp8vySCacrVu3znb94vQuuOAC2+PYtWtX2zX++OOP65JLLtGmTZvsWCz8244dO2xv4+TJk/XII4/Yn6377rtPoaGhmjRpktPlebT58+fr0KFDuvXWWx35/oQPnPFTqvmFx/3m0zNvEMnJybaH6KOPPrK/8My4GQLIyczW3ffff7+9xxweHu50OR7txFvEZlyMCSNt27bVBx98oN/+9reO1uaJH5BMz8f//M//2Mem58P8zpo5cybh4yzefPNN+7NmeticwG0XVOuee+7Rp59+qqVLl9qBlaie+YTVqVMnDRgwwM4UMgObX3zxRafL8jhmzFBubq769+9vxzOYw4S0l156ybbNbStUr3HjxurSpYtSU1OdLsXjxMXF/Szod+/endtUZ7Fr1y4tWbJEv/vd7+QUej5wErPVz7333mtvHyxbtozBW+fwSaykpMTpMjzO8OHD7S2qE9122212Cukf/vAHBQUFOVabNwzS3b59u2655RanS/E45pbwqUsBbN261fYU4fTMAF0zRsaMv3JKsL/8x3vip4a0tDTbVW4GUbZp08bR2jzxVst7772njz/+2N5fzsnJsc9HR0fbOfT4t6lTp9puS/MzVFBQYK+bCWwLFy50ujSPY36WTh031LBhQ7s2A+OJTvbwww/bmVTmDXT37t1291ETzm688UanS/M4Dz74oC666CJ722XChAlas2aNXn/9dXvg9B+QTPgwt6VMr6NjKv3A0qVLzc69PzsmTZrkdGkep7rrZI63337b6dI8zu23317Ztm3bytDQ0MrmzZtXDh8+vHLRokVOl+U1hg4dWnn//fc7XYbHueGGGyrj4uLsz1WrVq3s49TUVKfL8lgLFiyo7NWrV2VYWFhlt27dKl9//XWnS/JoCxcutL/TU1JSHK0jwPyPc9EHAAD4GwacAgAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAtyJ8AAAAudP/DzshoXoQkxVhAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-15T08:30:30.156868Z",
     "start_time": "2025-03-15T08:30:30.032588Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.4设置的图片的大小和保存\n",
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "# #range 是一个不可变的序列类型：\n",
    "# 它表示一个整数序列，但并不是直接存储所有值，而是通过起始值、结束值和步长来定义序列。\n",
    "# 这使得 range 在内存中非常高效，因为即使序列很长，它也只存储三个关键信息：起始值、结束值和步长。\n",
    "# range 的行为类似于列表：\n",
    "# 它支持迭代（例如在循环中使用 for 语句）。\n",
    "# 可以通过索引访问元素（例如 x[0]）。\n",
    "# 可以使用 len() 函数获取序列的长度。\n",
    "# 但 range 不支持修改操作（例如添加、删除或修改元素），因为它是一个不可变类型。\n",
    "print(x[0])\n",
    "print(list(x))\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "#设置画布,如果不调用 plt.figure()，matplotlib 会自动创建一个默认大小的图形窗口(画布)\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "# plt.savefig('t1.png') #保存图片\n",
    "plt.savefig('t1.svg') #保存矢量图\n",
    "plt.show()"
   ],
   "id": "419f7377b5996382",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "[2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-15T08:34:11.482151Z",
     "start_time": "2025-03-15T08:34:11.359205Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.5 绘制x轴和y轴的刻度\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x] \n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [f\"{i}:00\" for i in x]\n",
    "plt.xticks(x,x_ticks_label,rotation = 45) #rotation = 45 让字旋转45度\n",
    "\n",
    "# 设置y轴的刻度标签,顺序\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "print(y_ticks_label)\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "8c2c0a245f2fbcaa",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['15℃', '16℃', '17℃', '18℃', '19℃', '20℃', '21℃', '22℃', '23℃', '24℃', '25℃', '26℃', '27℃', '28℃', '29℃', '30℃']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-05T04:35:52.545465Z",
     "start_time": "2025-03-05T04:35:52.419921Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.6设置显示中文\n",
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) \n",
    "\n",
    "#通过 matplotlib 的 font_manager 模块加载并设置字体类型和属性\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18) \n",
    "#设置X轴和Y轴的标题\n",
    "plt.xlabel('时间',rotation=45,fontproperties=my_font)\n",
    "plt.ylabel(\"次数\",fontproperties=my_font)\n",
    "plt.plot(x,y)\n",
    "# 设置图像标题\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties=my_font)\n",
    "\n",
    "plt.show()"
   ],
   "id": "29ba9437ba79219c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:01:15.454027Z",
     "start_time": "2025-01-06T02:01:15.379975Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.7一图多线\n",
    "\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range( 11, 31 )  # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )  # 设置画布大小\n",
    "#这两行代码会在同一个图形窗口中绘制两条折线：\n",
    "# 第一条线为红色，图例标签为“自己”。\n",
    "# 第二条线为蓝色，图例标签为“同事”。\n",
    "# 如果在绘制这两条线之后调用 plt.legend()，图例会显示这两条线的标签。\n",
    "# 绘制，图例标签\n",
    "plt.plot( x, y1, color='red', label='自己' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置x轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=18 )\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    "\n",
    "#  添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用fontproperties) # 设置位置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='upper left' )\n",
    "\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "eb01ecbaed2c672c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 28
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:29:57.382554Z",
     "start_time": "2025-01-06T02:29:57.274512Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.8拓展（一图多个坐标系子图）\n",
    "import numpy as np\n",
    "\n",
    "x  =  np.arange(1,  100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1] \n",
    "ax3=axes[1,0] \n",
    "ax4=axes[1,1]\n",
    "\n",
    "# fig=plt.figure(figsize=(20,10),dpi=80) #作图1\n",
    "ax1.plot(x, x) # 作 图 2 \n",
    "ax2.plot(x, -x) #作图3\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图4\n",
    "ax4.plot(x, np.log(x)) \n",
    "plt.show()"
   ],
   "id": "ac5cc657dce6147",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:32:34.316085Z",
     "start_time": "2025-01-06T02:32:34.190349Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "#新建figure对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图2\n",
    "ax3=fig.add_subplot(2,2,2) \n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x)) \n",
    "# 新 建 子 图 4\n",
    "ax2=fig.add_subplot(2,2,4)\n",
    "ax2.plot(x, -x) \n",
    "plt.show()"
   ],
   "id": "5b7623a097dd6832",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 8.绘制散点图",
   "id": "1a135ee49f5d2c83"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:36:25.767673Z",
     "start_time": "2025-01-06T02:36:25.692363Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range( 1, 32 )\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3月份' )\n",
    "# 调整x轴的刻度\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=10 )\n",
    "\n",
    "_xticks_labels = ['3月{}日'.format( i ) for i in x]\n",
    "\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "plt.grid( alpha=0.4 )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "d54aceae13b4efcb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABRgAAAI2CAYAAAA7GeTVAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAMTgAADE4Bf3eMIwAATEBJREFUeJzt3Qt4XWWdL/5fLr2wCw5NuRRN2nAVFQ8XW0AZKaAIwzjcxAOjUsaWm3iGweL1gPwV5mFwBupwvCFCHXtwGBhkPIggKo5cvFCqgmdQ0CJtmkqBNsVKU0qa5P+875xkGppCWW2z98r+fJ5nPztrrZ307f5lr6z93e+lob+/vz8AAAAAAApoLPJNAAAAAACJgBEAAAAAKEzACAAAAAAUJmAEAAAAAAoTMAIAAAAAhQkYAQAAAIDCmmOUGzduXOy8884xWvX29kZTU1O1m8EWUMPyU8PyU8NyU7/yU8PyU8NyU7/yU8PyU8Py6x3lNXzmmWdi3bp19RswpnCxs7MzRqulS5dGW1tbtZvBFlDD8lPD8lPDclO/8lPD8lPDclO/8lPD8lPD8ls6ymvY2tr6kscNkQYAAAAAChMwAgAAAACFCRgBAAAAgMJG/RyML6evry/6+/ujrFLb00SiRTQ0NERjo4wZAAAAgOLqNmB84YUXoqOjI3p6eqLM1q9fH2vWrCn8/WPGjIkpU6bE2LFjt2q7AAAAAKgPdRswpnBxhx12iEmTJuWefGWVAtIUEhbt/bhy5cr8XOy1115bvW0AAAAAjH7N9TosOgVzKVxsbi73U5CGRzc1NRX+/vQcdHV15efEcGkAAAAAXqm6TJQG5lwsc8/FrWXgOSjzPJQAAAAAVE9dBowAAAAAwNYhYCzJgjQvtqmFXdauXRt/+MMfhgyh/vnPf75N2wcAAABA/RIwlsBNN90Ub3nLW+KII44YvO23335xxx13bPTY22+/Pa6++ur89VlnnZXnmvzNb35ThVYDAAAAUA/KvcLJCEvzFC5csioWr1gT7TtNiGlTJ47IPI5p8ZVLLrkkjj322MF9n/rUp3LI+GL3339/XHHFFbF48eJoaWmJ8ePHx5NPPpnbbs5JAAAAALY2AeNm6lzVHTPnLYilXd0xpqkxenr7oq2lEvNnHRytEytb/PPTKs7XXXddTJ48OR588ME477zzYrfddsvHNrW684v3L1u2LF7zmtfEdtttFzfccEP+Gcmb3vSm+Pu///v42Mc+tsXtBAAAAIANGSK9GVLvvxQuLlnZHT29/dH9Qm++T9tnzFuwVVZgTuHgz372szj++OPjlFNOiS984QtD/v0UDm44RPqf/umfNvoZ3/zmN+N3v/tdrFq1Kpqbm2Pq1Kl5/+GHHx4//elP4+yzz46nnnpqi9sKAAAAAAP0YNwMaVh0Z9fa6O0bGiSm7Y6u7nx8envLFv0bbW1t8aUvfSl/nYY377vvvoPH1q9fH5/97GfjqKOOGjJEekOPPfZYTJ8+PZYuXRq33nprPPPMMzmITNI8jPvvv3+89rWvjUmTJm1ROwEAAABgQwLGzZDmXGxuaogXejc+loZLp+NbGjAODHn+t3/7t7xQy+c///nB/X/84x/jwgsvjD/5kz/5rzYtXhxnnnnmf7VjzJjYY4898urSp556aowdOzZOP/30vEDML3/5y/jJT34S55xzzha3EQAAAAA2JGDcDGlBlzTn4nDS/nR8aznppJPirW99a3zwgx+MefPm5X1PPPFE3HLLLbHnnntusgdjChdXrFgREyZMiO233z7vSyFj8txzz8UOO+yw1doIAAAAwH8tCNzR0RXLe0duQeBaI2DcDOmXIy3okuZc3HCYdFNjQ0xpqeTjW+rXv/51fOtb34qPfvSjeRhzmpNxw+HPKUB8JRYuXBiHHXZY/nr16tWDoSMAAAAAW3dB4Ok798eDdy3bqgsCl4lFXjZDSp7TL8fUSZUY09QQlbFN+b59UiXmzz5kqyTTafXn559/Pm677ba8wMunP/3pvP+HP/xhXvjlxf9GmpdxuNQ83dKxb3zjG3HaaafFI488klel3nnnnbe4jQAAAABsvCDwuvV9W31B4DLRg3EzpeT57jkzcrfXNOdiGha9Nbu9vupVr4pLLrlkyL7Ozs54/PHH46yzzhrcl4ZLf/3rX88rRl988cVDHv/CCy9EX19f3HnnnflYGi69aNGivHL0IYccslXaCQAAAFDvRmJB4DIRML4CKUxMvxwj9Quy3XbbxezZs4fs23333XN4mBZ9GT9+fA4VN+wF+Q//8A9DHj9t2rR8AwAAAKBcCwKXRV0OkR7odVjr3VXTXIwvFT5uDQPPQT1OQAoAAABQ6wsCl0Fd9mBsbGyMMWPGxMqVK3OIV+ZwLQ2J7u0dJi7fzHAxPQfpuUjPCQAAAAC1sSBwmdRlwJhMmTIlOjo6oqurK8osLejS3Fy8jClcTM8FAAAAAK9sQeCBVaTHNTfmBYFTuLi1FgQuk7oNGMeOHRt77bVX7gFY60OlX8qyZcvy3ItFpF92PRcBAAAAtmxB4I6OpfGhKW1bdUHgMqnbgHFA2QO29Evb1NRU7WYAAAAA1O2CwJOb1kRbW/0s6vJi5U7XAAAAAICqEjACAAAAAIUJGAEAAACAwgSMAAAAAEBhAkYAAAAAoHYDxueffz5OPPHE2GeffWL//fePo48+OhYtWpSPvf/97x/cf9hhh8WDDz74kqvyvPGNb4wDDjgg3+67775t3XQAAAAA4GU0xwg4++yz48/+7M9ySPj5z38+zjzzzPjhD38YJ510UnzlK1+J5ubmuP322+Pd7353LF68eJM/J4WKO+6440g0GQAAAACohR6M48ePj+OOOy6Hi8mhhx46GCIef/zxOVwc2L9s2bJYv379tm4SAAAAAFCmHowbuvrqq+OEE04Ydn8KIgcCx+G87W1vywFkur/ssstiwoQJGz1m7ty5+TZg9erVsXTp0hiturq6qt0EtpAalp8alp8alpv6lZ8alp8alpv6lZ8alp8all+913BEA8bLL788z7949913D9l/ww03xM033xz33nvvJr93yZIlMWXKlFizZk2ce+658ZGPfCS++MUvbvS4OXPm5NuA1tbWaGtri9FstP//6oEalp8alp8alpv6lZ8alp8alpv6lZ8alp8all9bHddwxFaRvvLKK+PWW2+NO++8MyqVyuD+m266KT796U/H9773vdh11103+f0pXExSr8XzzjvPIi8AAAAAUC8BYxqyfOONN+YQccNFWlKvxYsvvji+//3vDwaIw1m1alV0d3fnr/v6+nIoeeCBB45E0wEAAACAag6R7uzsjAsvvDD22GOPOPLII/O+cePGxQMPPBDvfe97Y/LkyUPmZEzDpydNmhTXXHNN/P73v49LL700Hn300TjnnHPyQjFpDsaDDjooz9kIAAAAAIzygDHNgdjf3z/ssZ6enk1+X5pnccCb3/zm+OUvf7lN2gcAAAAAlGAORgAAAABg9BEwAgAAAACFCRgBAAAAgNqdgxEAAACAjaU1KxYuWRUdHV2xvHdCTJs6MS9wWyvtWrxiTbTvVBvtqsU28V8EjAAAAAAjrHNVd8yctyCWdnXH9J3748G7lkVbSyXmzzo4WidWaqJdY5oao6e3r+rtqsU2MZQh0gAAAAAj3BsvBWZLVnZHT29/rFvfl+/T9hnzFuTjtdCu7hd6q96uWmwTGxMwAgAAAIygNNS3s2tt9PYNDcfSdkdXdz6uXbXbJjYmYAQAAAAYQWkeweam4ecPTEOA0/FqqMV21WKb2JiAEQAAAGAEpUVK0jyCw0n70/FqqMV21WKb2JiAEQAAAGAEpRWQ0yIlTY1De+al7SktlXxcu2q3TWxMwAgAAAAwghoaGvIKyFMnVWJMU0OMa27M9+2TKjF/9iH5eC20qzK2qertqsU2sbHmYfYBAAAAsA21TqzE3XNm5EVKOjqWxoemtOXeeNUOzDZsV5rfMA1Brna7arFNDCVgBAAAAKiCFJBNb2+JyU1roq2tJWqtXelWK2qxTfwXQ6QBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFNRf/VgAAYCT09/fHwiWrYvGKNdG+04SYNnViNDQ0VLtZAKXhPArbloARAABqWOeq7pg5b0Es7eqOMU2N0dPbF20tlZg/6+BonVipdvMAap7zKGx7hkgDAEAN97hJb4qXrOyOnt7+6H6hN9+n7TPmLcjHAdg051EYGQJGAACoUWk4X2fX2ujtG/oGOG13dHXn4wBsmvMojAwBIwAA1Kg0V1hz0/BzhKVhfuk4AJvmPAojQ8AIAAA1Ki1EkOYKG07an44DsGnOozAyBIwAAFCj0iqnaSGCpsahvW/S9pSWSj4OwKY5j8LIEDACAECNamhoyKucTp1UiTFNDVEZ25Tv2ydVYv7sQ/JxADbNeRRGRvMI/TsAAEABrRMrcfecGXkhgjRXWBrOl3rceFMMsHmcR2HbEzACAECNS2+Cp7e35BsAr5zzKGxbhkgDAAAAAIUJGAEAAACAwgSMAAAAAEBhAkYAAAAAoDABIwAAAABQmIARAAAAAChMwAgAAAAAFCZgBAAAAAAKEzACAAAAAIUJGAEAAACAwgSMAAAAAEBhAkYAAAAAoDABIwAAAABQmIARAAAAAChMwAgAAAAAFCZgBAAAAAAKay7+rQAAAGyO/v7+WLhkVSxesSbad5oQ06ZOjIaGhmo3CwDK0YPx+eefjxNPPDH22Wef2H///ePoo4+ORYsW5WNPP/10HHvssbH33nvHfvvtF/fee+8mf87tt98e++67b37sySefHKtXr97WTQcAANhinau6421z74n3fOWn8f/d9ki+T9tpPwCMBiMyRPrss8+Oxx57LB5++OE44YQT4swzz8z7P/7xj8ehhx4av/3tb+OrX/1qvOc974menp6Nvv+5556L2bNnxze/+c382Fe/+tVx2WWXjUTTAQAAtqjn4sx5C2LJyu7o6e2P7hd6833aPmPegnwcAMpumweM48ePj+OOO26w+38KFBcvXpy/vvnmm+Pcc8/NX0+fPj0Hh/fcc89GP+POO++MAw88MPdgTM4777y48cYbt3XTAQAAtkgaFt3ZtTZ6+4YGiWm7o6s7HweAshvxORivvvrq3Itx5cqVubfi5MmTB4+1t7dHR0fHRt+T9k2dOnXI45588slYv359NDcP/S/MnTs33wakodRLly6N0aqrq6vaTWALqWH5qWH5qWG5qV/5qWH5qeGmdXR0xbSd+2Ld+r6Njo1rboyOjqUxuWlNVJP6lZ8alp8all9XnddwRAPGyy+/PM+/ePfdd8fatWu3yb8xZ86cfBvQ2toabW1tMZqN9v9fPVDD8lPD8lPDclO/8lPD8lPD4S3vnRAP3rUseno3Hjw2pqkhPjSlLdraWqLa1K/81LD81LD82uq4hiMyB2Ny5ZVXxq233pqHO1cqlZg0aVLufbh8+fLBx6Sh01OmTNnoe9O+JUuWDHncbrvttlHvRQAAgFqSVotua6lEU+PQFaPT9pSWSj4OAGU3IgFjGrKc5kz83ve+FzvuuOPg/ne/+91xzTXX5K8ffPDBWLZsWcyYMWOj708rTf/85z+PRx99NG9/8YtfjNNOO20kmg4AAFBYmot+/qyDY+qkSu6xWBnblO/bJ1Vi/uxDBueqB4Ay2+ZdADs7O+PCCy+MPfbYI4488si8b9y4cfHAAw/EZz7zmTj99NNj7733jrFjx8YNN9wQY8aMyY+55JJL8qIvaRGYHXbYIa677ro48cQT87yL++23X3zta1/b1k0HAADYYq0TK3H3nBl5QZfFK9ZE+04Tcs9F4SIAo8U2DxjTHIj9/UNXTBuw6667xne/+91hj1166aVDto8//vh8AwAAKJsUJk5vb8k3ABhtRmwORgAAAABg9BEwAgAAAACFCRgBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAACmsu/q0AAAAAQ/X398fCJati8Yo10b7ThJg2dWI0NDRUu1nANiRgBAAAALaKzlXdMXPeglja1R1jmhqjp7cv2loqMX/WwdE6sVLt5gHbiCHSAAAAwFbpuZjCxSUru6Ontz+6X+jN92n7jHkL8nFgdBIwAgAAAFssDYvu7FobvX1Dg8S03dHVnY8Do5OAEQAAANhiac7F5qbh51pMw6XTcWB0EjACAAAAWywt6JLmXBxO2p+OA6OTgBEAAADYYmm16LSgS1Pj0F6MaXtKSyUfB0YnASMAAACwxRoaGvJq0VMnVWJMU0NUxjbl+/ZJlZg/+5B8HBidmqvdAAAAAGB0aJ1YibvnzMgLuqQ5F9Ow6NRzUbgIo5uAEQAAANhqUpg4vb0l34D6YIg0AAAAAFCYgBEAAAAAKEzACAAAAAAUJmAEAAAAAAoTMAIAAAAAhQkYAQAAAIDCBIwAAAAAQGECRgAAAACgMAEjAAAAAFCYgBEAAAAAKEzACAAAAAAUJmAEAAAAAAoTMAIAAAAAhQkYAQAAAIDCBIwAAAAAQGECRgAAAACgsOZqNwAAAGpJf39/LFyyKhavWBPtO02IaVMnRkNDQ7WbBQBQswSMAADw/3Su6o6Z8xbE0q7uGNPUGD29fdHWUon5sw6O1omVajcPAKAmGSINAAD/r+diCheXrOyOnt7+6H6hN9+n7TPmLcjHAQDYmIARAAAi8rDozq610ds3NEhM2x1d3fk4AAAbEzACAEBEnnOxuWn4uRbTcOl0HACAjQkYAQAgIi/okuZcHE7an44DALAxASMAAETk1aLTgi5NjUN7MabtKS2VfBwAgI0JGAEAICIaGhryatFTJ1ViTFNDVMY25fv2SZWYP/uQfBwAgI01D7MPAADqUuvEStw9Z0Ze0CXNuZiGRaeei8JFAIBNEzACAMAGUpg4vb0l3wAAeHmGSAMAAAAAhQkYAQAAAIDCBIwAAAAAQGECRgAAAACgtgPG888/P9rb2/OE2Q899FDet3LlyjjggAMGb/vss080NzdHV1fXRt+/ePHiaGpqGvL4xx9/fCSaDgAAAABUexXpU045JT760Y/Gn/7pnw7umzRp0mDYmFx55ZVxzz33REvL8Kv17bDDDkMeDwAAAADUScB4+OGHv+xjrr/++vi7v/u7kWgOAAAAAFCmgPHl/PjHP45Vq1bFO9/5zk0+Zs2aNTF9+vTo7e2NE088MS666KI8bPrF5s6dm28DVq9eHUuXLo3Rargh5ZSLGpafGpafGpab+pWfGpafGpab+pWfGpafGpZfV53XsCYCxtR7cebMmXkOxuHstttusWzZsthll11ywU499dS46qqr8rDrF5szZ06+DWhtbY22trYYzUb7/68eqGH5qWH5qWG5qV/5qWH5qWG5qV/5qWH5qWH5tdVxDau+ivRzzz0XN998c8yaNWuTjxk3blwOF5M0R2N67H333TeCrQQAAAAAajJgvOmmm2L//fePfffdd5OPefrpp6Onpyd/vW7durj11lvjwAMPHMFWAgAAAABVCxjPOeecPFS5s7MzjjnmmNhrr72GDI+ePXv2Rt9zySWXxDXXXJO/vv/++3OgmILIgw46KCZPnpznYAQAAAAA6mAOxi9/+csvucDLcC699NLBr08++eR8AwAAAABqS9WHSAMAAAAA5SVgBAAAAAAKEzACAAAAAIUJGAEAAACA2l7khfrR398fC5esisUr1kT7ThNi2tSJ0dDQUO1mAQA1fN3Q0dEVy3tdN7B1uB4FgJEnYGSr6VzVHTPnLYilXd0xpqkxenr7oq2lEvNnHRytEyvVbh4AUKPXDdN37o8H71rmuoEt5noUAKrDEGm22ifF6WJuycru6Ontj+4XevN92j5j3oJ8HABguOuGdev7XDewxVyPAkD1CBjZKtIwlM6utdHbN/TCLW13dHXn4wAAiesGtgW/VwBQPQJGtoo0x01z0/Bz26ThKek4AEDiuoFtwe8VAFSPgJGtIk2gnea4GU7an44DACSuG9gW/F4BQPUIGNkq0up8aQLtpsahnxqn7SktlXwcACBx3cC24PcKAKpHwMhW0dDQkFfnmzqpEmOaGqIytinft0+qxPzZh+TjAADDXTeMa2503cAWcz0KANXTXMV/m1GmdWIl7p4zI0+gnea4ScNQ0ifFLuYAgJe6bujoWBofmtLmuoEt5noUAKpDwMhWlS7epre35BsAwOZcN0xuWhNtba4d2DpcjwLAyDNEGgAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUFhz8W+F8ujv74+FS1bF4hVron2nCTFt6sRoaGiodrMAAEbFNVZHR1cs73WNBQD1SsDIqNe5qjtmzlsQS7u6Y0xTY/T09kVbSyXmzzo4WidWqt08AIDSX2NN37k/HrxrmWssAKhThkgz6j9VTxe+S1Z2R09vf3S/0Jvv0/YZ8xbk4wAAbNk11rr1fa6xAKCOCRgZ1dKQnc6utdHbN/QiN213dHXn4wAAvDKusQCADQkYGdXSnIvNTcPPA5SGS6fjAAC8Mq6xAIANCRgZ1dKCLmnOxeGk/ek4AACvjGssAGBDAkZGtbSSYZpsvKlx6CfsaXtKSyUfBwDglXGNBQBsSMDIqNbQ0JBXMpw6qRJjmhqiMrYp37dPqsT82Yfk4wAAbNk11rjmRtdYAFDHmqvdANjWWidW4u45M/Jk42k+oDRkJ32q7sIXAGDrXGN1dCyND01pc40FAHVKwEhdSBe609tb8g0AgK17jTW5aU20tbnOAoB6ZYg0AAAAAFCYgBEAAAAAKEzACAAAAAAUJmAEAAAAAAoTMAIAAAAAhQkYAQAAAIDCBIwAAAAAQGECRgAAAACgMAEjAAAAAFCYgBEAAAAAKEzACAAAAAAUJmAEAAAAAAoTMAIAAAAAhQkYAQAAAIDCBIwAAAAAQGECRgAAAACgsObi3woAwIv19/fHwiWrYvGKNdG+04SYNnViNDQ0VLtZAKVRq+fRWmzXQJs6OrpieW9ttAmoTyMSMJ5//vlx2223xZIlS+IXv/hFHHDAAXl/e3t7jBs3Lrbbbru8/YlPfCJOPfXUYX/G9ddfH1dccUX09fXFUUcdFV/84hdjzJgxI9F8AIDN0rmqO2bOWxBLu7pjTFNj9PT2RVtLJebPOjhaJ1aq3TyAmler59FabNeGbZq+c388eNeyqrcJqF8jMkT6lFNOifvvvz+mTp260bGbbropHnrooXzbVLj4xBNPxCc/+cm47777YtGiRfHUU0/FtddeOwItBwDY/F4k6Y3ekpXd0dPbH90v9Ob7tH3GvAX5OADlO4/WYrte3KZ16/uq3iagvo1IwHj44YdHa2tr4e+/5ZZb4vjjj4/Jkyfn7t7nnntu3HjjjVu1jQAAWyINUevsWhu9fUPf1KXtjq7ufByA8p1Ha7FdtdgmoL5VfQ7GmTNn5k9XDj744DwEeuedd97oMR0dHUN6P6ah1WnfcObOnZtvA1avXh1Lly6N0aqrq6vaTWALqWH5qWH5qWG51Ur90vxX03buy71IXmxcc2N0dCyNyU1rqtK2WlcrNaQ4NSy3WqlfrZ5Ha7FdL27T7jukoPE/v/Y3p5xq5XVIcV11XsOqBoz33ntvTJkyJXp6euLiiy+OM844I+64444t+plz5szJtwGp52RbW1uMZqP9/1cP1LD81LD81LDcaqF+aXL9NP9VT+/GA0TGNDXEh6a0RVtbS1XaVga1UEO2jBqWWy3Ur1bPo7XYro3b1Bc/W/GfX/ubU1618Dpky7TVcQ1HZIj0pqRwMUmLtVxwwQV5jsVNPS4tEDNg8eLFg98LAFAL0sqdaXL9psahq3em7SktlXwcgPKdR2uxXbXYJqC+VS1gXLNmTTz77LOD22lOxQMPPHDYx77rXe/Kq1AvX748D6e+5ppr4rTTThvB1gIAvLQ0T3RauXPqpEruPVIZ25Tv2ydVYv7sQ/JxAMp3Hq3Fdr24TWlYdLXbBNS3ERkifc4558S3v/3tHBAec8wxscMOO8R3v/vdHBz29vbm0HCPPfaI+fPnD37PmWeemRd2Sbd07NOf/nQcdthh+dgRRxyRfyYAQC1pnViJu+fMyJPrL16xJtp3mpB7kXijB1Du82gttmvDNqU5F9Ow6Gq3CahfIxIwfvnLXx52/y9+8YtNfs911103ZPuss87KNwCAWpbe2E1vb8k3AEbPebQW2zXQprSgizkXgZofIv3zn//8JVfEefzxx/NCLQAAAABAfXnZgHHRokXxzne+Mzo6OvKQ5uHcf//9eQ5FAAAAAKC+vGzAuNdee8VrX/vaeOGFF+L555/PKzg/+uij8da3vjXfJ4888sjg/IgAAAAAQP3Y7FWk77vvvlixYkXcdNNN8bvf/S6HjXPnzo177703fv/738eee+65bVsKAAAAAJQvYPzqV78af/zjH+P9739/tLa2xgc+8IGYOnVqXgn62muvjUsuuSROP/30kWktAAAAAFCegLGzszO22267mDBhQjzxxBOxbt26PBdjuk++/e1vx+WXX/6Sq0EDAAAAAHUaMKYei6eddlo0NjbGD37wg3jmmWfirrvuijVr1sSqVatixowZ8Za3vCXa29tzL0cAAAAAoL5s1hyMDQ0NMXv27Jg8eXJceOGFeYGXj33sY7H99tvn4yeeeGL87Gc/29ZtBQAAAABqTPPLPaC3tzcPlU5zLU6cODEPiU73e+yxRzz99NOxyy67xPjx4/MNAAAAAKgvLxswrl+/Pr7zne9EU1NT9PX1xbPPPhtdXV359rWvfS0/5rDDDstDpQEAAACA+vKyAeO4ceNyb8WXCiA/+9nPxpQpU/KcjQAAAABA/XjZgHE4//iP/5iHRidr166NK664Ij7ykY9s7bYBAAAAAGUPGH/1q1/Fe97zntxDcffdd483velNcfPNN8fnP//5fLy/v/8lezgCAAAAAHUcML7+9a/Pi7o899xzcfXVV8fDDz+ch01/85vfzOFismLFipFoKwAAAAAwGoZINzQ0xKWXXjq4/aMf/WhrtgkAAAAAGM0BY+q5eMkllwx+/cQTT2ztdgEAAAAAoyFg7OjoiL6+vmhsbIwLLrgg9tprr9yD8cMf/vDgEOl77rlnJNoKAAAAAJQtYEyLu9xxxx157sVXvepV8brXvS7+8Ic/5JWkkxQydnZ25vsUPAIAUFvSddrCJati8Yo10b7ThJg2daLrNmDw3NDR0RXLe50bANiGAePy5cvjH/7hH+Kqq66K3//+93kF6QkTJsT48ePjwAMPjJaWlli3bt0WNAEAgG2lc1V3zJy3IJZ2dceYpsbo6e2LtpZKzJ91cLROrFS7eUANnBum79wfD961zLkBgMIaNydg/Nu//du8inQaIv3nf/7n+b6trS2uuOKK3JMxBY8+6QIAqL3eSSlAWLKyO3p6+6P7hd58n7bPmLdgcLoboL7PDevW9zk3ALBtezAecMAB+T6FiDfccEOMHTs2b0+bNi3e/va3x7hx47asBQAAbBNp6GNn19ro7RsaFqTtjq7ufHx6e0vV2gdUh3MDACPeg3HAq1/96sFwMdl1112FiwAANSzNudjcNPwokzRcOh0H6o9zAwBVCxgBACiXtKBLmnNxOGl/Og7UH+cGALY2ASMAwCiVVoRNizY0NQ7tqZS2p7RU8nGg/jg3ALC1CRgBAEaptAhfWhF26qRKjGlqiMrYpnzfPqkS82cfYpE+qFMvPjeMa250bgBg2y7yAgBAebVOrMTdc2bkRRvSvGpp6GPqnSRAgPq24bmho2NpfGhKm3MDAIUJGAEARrkUGKQVYa0KCwx3bpjctCba2pwfACjOEGkAAAAAoDABIwAAAABQmIARAAAAAChMwAgAAAAAFCZgBAAAAAAKEzACAAAAAIUJGAEAAACAwgSMAAAAAEBhAkYAAAAAoDABIwAAAABQmIARAAAAAChMwAgAAAAAFCZgBAAAAAAKEzACAAAAAIUJGAEAAACAwgSMAAAAAEBhAkYAAAAAoDABIwAAAABQmIARAAAAAChMwAgAAAAAFCZgBAAAAAAKEzACAAAAAIUJGAEAAACAwgSMAAAAAEBhAkYAAAAAoDABIwAAAABQmIARAAAAAChMwAgAAAAAFCZgBAAAAAAKEzACAAAAALUdMJ5//vnR3t4eDQ0N8dBDD+V9zz//fJx44omxzz77xP777x9HH310LFq0aNjvX7x4cTQ1NcUBBxwweHv88cdHoukAAAAAQLUDxlNOOSXuv//+mDp16pD9Z599djz22GPx8MMPxwknnBBnnnnmJn/GDjvskMPJgduee+45Ai0HAAAAAKoeMB5++OHR2to6ZN/48ePjuOOOy70ak0MPPTT3VAQAAAAAyqM5asTVV1+dezFuypo1a2L69OnR29ubh1ZfdNFFedj0i82dOzffBqxevTqWLl0ao1VXV1e1m8AWUsPyU8PyU8NyU7/yU8PyU8NyU7/yU8PyU8Py66rzGtZEwHj55Zfn+RfvvvvuYY/vtttusWzZsthll11ywU499dS46qqr4qMf/ehGj50zZ06+DUg9J9va2mI0G+3/v3qghuWnhuWnhuWmfuWnhuWnhuWmfuWnhuWnhuXXVsc1rPoq0ldeeWXceuutceedd0alUhn2MePGjcvhYtLS0hKzZs2K++67b4RbCgAAAADUVMCYhjLfeOON8b3vfS923HHHTT7u6aefjp6envz1unXrciB54IEHjmBLAQAAAICqBYznnHNOHqrc2dkZxxxzTOy111756wsvvDCeffbZOPLII+OAAw6IQw45ZPB7Lrnkkrjmmmvy12kF6hQo7r///nHQQQfF5MmT8xyMAAAAAEAdzMH45S9/edj9/f39m/yeSy+9dPDrk08+Od8AAAAAgNpS9TkYAQAAAIDyEjACAAAAAIUJGAEAAACA2p6DESiPNDfqwiWrYvGKNdG+04SYNnViNDQ0VLtZNf1cdXR0xfJezxWMNK9BAACoDQJGYFDnqu6YOW9BLO3qjjFNjdHT2xdtLZWYP+vgaJ1YqXbzava5mr5zfzx41zLPFYwgr0EAAKgdhkgDgz2B0pv1JSu7o6e3P7pf6M33afuMeQtectX3en+u1q3v81zBCPIaBACA2iJgBLI0zLCza2309g19Y562O7q683H+k+cKqstrEAAAaouAEcjSnIvNTcPPXZaGS6fj/CfPFVSX1yAAANQWASOQpQVd0pyLw0n703H+k+cKqstrEAAAaouAEcjS6qtpgYSmxqG9gtL2lJZKPs5/8lxBdXkNAgBAbREwAllDQ0NefXXqpEqMaWqIytimfN8+qRLzZx+SjzP8czWuudFzBSPIaxAAAGpLc7UbANSO1omVuHvOjLxAQprDLA0zTD2BvFl/6eeqo2NpfGhKm+cKRpDXIAAA1A4BIzBEenM+vb0l39i852py05poa/N8wUjzGgQAgNpgiDQAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUFhz8W+lmvr7+2PhklXR0dEVy3snxLSpE6OhoaHazeIVUMNX/lwtXrEm2nfyXAEAAEAtETCWUOeq7pg5b0Es7eqO6Tv3x4N3LYu2lkrMn3VwtE6sVLt5bAY1LPZcjWlqjJ7ePs8VAAAA1BBDpEvYkyuFLUtWdkdPb3+sW9+X79P2GfMW5OPUNjUs/lx1v9DruQIAAIAaI2AsmTRMtLNrbfT2DQ1W0nZHV3c+Tm1Tw83nuQIAAIDaJ2AsmTQHXXPT8HPPpeGj6Ti1TQ03n+cKAAAAap+AsWTSAhdpDrrhpP3pOLVNDTef5woAAABqn4CxZNLquWmBi6bGob260vaUlko+Tm1Tw83nuQIAAIDaJ2AsmYaGhrx67tRJlRjT1BDjmhvzffukSsyffUg+Tm1Tw+LPVWVsk+cKAAAAakxztRvAK9c6sRJ3z5mRF7jo6FgaH5rSlntyCVvKQw2LPVdpzsU0LNpzBQAAALVDwFhSKVyZ3t4Sk5vWRFtbS7WbQwFq+Mqfq3QDAAAAaosh0gAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAbQeM559/frS3t0dDQ0M89NBDg/t/+9vfxlve8pbYZ599Yvr06fHII49s8mdcf/31sffee8eee+4ZZ511VvT09IxE0wEAAACAageMp5xyStx///0xderUIfvPOeecOPvss+M3v/lNfOxjH4u/+qu/Gvb7n3jiifjkJz8Z9913XyxatCieeuqpuPbaa0ei6QAAAABAtQPGww8/PFpbW4fse/rpp2PhwoXxvve9L2+/613viqVLl+YA8cVuueWWOP7442Py5Mm5F+S5554bN95440g0HQAAAAB4Cc1RJSlM3G233aK5+T+bkILDKVOmREdHR+y1115DHpv2bdj7MQ23TvuGM3fu3HwbsHr16vxvjVZdXV3VbgJbSA3LTw3LTw3LTf3KTw3LTw3LTf3KTw3LTw3Lr6vOa1i1gHFbmTNnTr4NSD0n29raYjQb7f+/eqCG5aeG5aeG5aZ+5aeG5aeG5aZ+5aeG5aeG5ddWxzVsrOaT/uSTT8b69evzdn9/f+6VmHoxvljat2TJksHtxYsXD/s4AAAAAKBOAsZddtklDjrooLjhhhvy9je+8Y3c2/DFw6MH5me87bbbYvny5TmIvOaaa+K0006rQqsBAAAAgBEPGNNq0Sk87OzsjGOOOWYwRPzyl7+cb/vss09cccUV8dWvfnXwe84888wcKiZ77LFHfPrTn47DDjssf+/OO++cfyYAAAAAUAdzMKYQcTivfe1r4yc/+cmwx6677roh22eddVa+AQAAAAC1o2pDpAEAAACA8hMwAgAAAACFCRgBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABTWXPxbAYB60d/fHwuXrIrFK9ZE+04TYtrUidHQ0FDtZgEAADVAwAgAvKTOVd0xc96CWNrVHWOaGqOnty/aWioxf9bB0TqxUu3mAQAAVWaINADwkj0XU7i4ZGV39PT2R/cLvfk+bZ8xb0E+DgAA1DcBIwCwSWlYdGfX2ujtGxokpu2Oru58HAAAqG8CRgBgk9Kci81Nw8+1mIZLp+MAAEB9EzACAJuUFnRJcy4OJ+1PxwEAgPomYAQANimtFp0WdGlqHNqLMW1Paank4wAAQH0TMAIAm9TQ0JBXi546qRJjmhqiMrYp37dPqsT82Yfk4wAAQH1rrnYDAIDa1jqxEnfPmZEXdElzLqZh0annonARAABIBIwAwMtKYeL09pZ8AwAA2JAh0gAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAoTMAIAAAAABQmYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAYc3FvxUA2Nr6+/tj4ZJVsXjFmmjfaUJMmzoxGhoaqt0sAACATRIwAkCN6FzVHTPnLYilXd0xpqkxenr7oq2lEvNnHRytEyvVbh4AAMCwDJEGgBrpuZjCxSUru6Ontz+6X+jN92n7jHkL8nEAAIBaJGAEgBqQhkV3dq2N3r6hQWLa7ujqzscBAABqkYARAGpAmnOxuWn4uRbTcOl0HAAAoBYJGAGgBqQFXdKci8NJ+9NxAACAWiRgBIAakFaLTgu6NDUO7cWYtqe0VPJxAACAWiRgBIAa0NDQkFeLnjqpEmOaGqIytinft0+qxPzZh+TjAAAAtai52g0AAP5T68RK3D1nRl7QJc25mIZFp56LwkUAAKCWCRgBoIakMHF6e0u+AQAAlIEh0gAAAABAYQJGAAAAAKAwASMAAAAAUJiAEQAAAAAo5yIvK1eujLe97W2D293d3fG73/0unn766Whp+a/J7RcvXhx77rlnvPGNbxzc941vfCPvAwAAAADqNGCcNGlSPPTQQ4PbV155Zdxzzz1DwsUBO+yww5DHAgAAAADVV1NDpK+//vqYPXt2tZsBAAAAAJShB+OGfvzjH8eqVavine9857DH16xZE9OnT4/e3t448cQT46KLLoqmpqaNHjd37tx8G7B69epYunRpjFZdXV3VbgJbSA3LTw3LTw3LTf3KTw3LTw3LTf3KTw3LTw3Lr6vOa9hcS70XZ86cGc3NGzdpt912i2XLlsUuu+ySC3bqqafGVVddFR/96Ec3euycOXPybUBra2u0tbXFaDba/3/1QA3LTw3LTw3LTf3KTw3LTw3LTf3KTw3LTw3Lr62Oa1gTQ6Sfe+65uPnmm2PWrFnDHh83blwOF5M0P2N63H333TfCrQQAAAAAajJgvOmmm2L//fePfffdd9jjaVXpnp6e/PW6devi1ltvjQMPPHCEWwkAAAAA1GTAONziLpdccklcc801+ev7778/B4ophDzooINi8uTJeQ5GAAAAAKC6mmtlgZcXu/TSSwe/Pvnkk/MNAAAAAKgtNdGDEQAAAAAoJwEjAAAAAFCYgBEAAAAAKEzACEDd6u/vjwcXd8WCJ7ryfdoGAACghIu8AMBI61zVHTPnLYilXd0xfef+ePCuZdHWUon5sw6O1omVajcPAACgNPRgBKDupJ6KKVxcsrI7enr7Y936vnyfts+Yt0BPRgAAgFdAwAhA3Vm4ZFV0dq2N3r6hQWLa7ujqzscBAADYPAJGAOrO4hVrormpYdhjY5oa83EAAAA2j4ARgLrTvtOE6OntG/ZY2p+OAwAAsHkEjADUnWlTJ+YFXZoah/ZiTNtTWir5OAAAAJtHwAhA3WloaMirRU+dVIkxTQ0xrrkx37dPqsT82Yfk4wAAAGye5s18HACMKq0TK3H3nBl5QZeOjqXxoSltueeicBEAAOCVETACULdSmDi9vSUmN62JtraWajcHAACglAyRBgAAAAAKEzACAAAAAIUJGAEAAACAwgSMAAAAAEBhAkYAAAAAoDABIwAAAABQmIARAAAAAChMwAgAAAAAFCZgBAAAAAAKEzACAAAAAIUJGAEAAACAwgSMAAAAAEBhAkYAAAAAoDABIwAAAABQmIARAAAAAChMwAgAAAAAFNZc/FsBqDX9/f2xcMmqWLxiTbTvNCGmTZ0YDQ0N1W5WzbYLAACALSdgBBglOld1x8x5C2JpV3eMaWqMnt6+aGupxPxZB0frxIp2AQAAsE0YIg0wCqQeginEW7KyO3p6+6P7hd58n7bPmLcgH9cuAAAAtgUBI8AokIYfd3atjd6+oYFd2u7o6s7HtQsAAIBtQcAIMAqkuQ2bm4af0zANS07Hq6FW2wUAAMDWI2AEGAXSwilpbsPhpP3peDXUarsAAADYegSMAKNAWpU5LZzS1Di0t2DantJSyce1CwAAgG1BwAgwCjQ0NORVmadOqsSYpoaojG3K9+2TKjF/9iH5uHYBAACwLTRvk58KwIhrnViJu+fMyAunpLkN0/Dj1EOw2iFerbYLAACArUPACDCKpNBuentLvtWSWm0XAAAAW84QaQAAAACgMAEjAAAAAFCYgBEAAAAAKEzACAAAAAAUJmAEAAAAAAoTMAIAAAAAhQkYAQAAAIDCBIwAAAAAQGECRgAAAACgMAEjAAAAAFCYgBEAAAAAKEzACAAAAAAUJmAEAAAAAAoTMAIAAAAAhQkYAQAAAIDCBIwAAAAAQGECRgAAAACgsIb+/v7+GMXGjRsXO++8c4xWzz33XGy//fbVbgZbQA3LTw3LTw3LTf3KTw3LTw3LTf3KTw3LTw3L77lRXsNnnnkm1q1bV78B42jX2toanZ2d1W4GW0ANy08Ny08Ny039yk8Ny08Ny039yk8Ny08Ny6+1zmtoiDQAAAAAUJiAEQAAAAAoTMBYcnPmzKl2E9hCalh+alh+alhu6ld+alh+alhu6ld+alh+alh+c+q8huZgBAAAAAAK04MRAAAAAChMwAgAAAAAFCZgBAAAAAAKEzACAAAAAIUJGAEAAACAwgSMo9Rzzz0X69atq3Yz2AJqWG7qN3o8++yz1W4CW0gNy++Pf/xjtZvAFvAaLD81LD/n0fLzOiy3Z+ugfgLGUehXv/pVnHTSSfHggw9WuykUpIblpn6jx29+85s46qij4p//+Z+r3RQKUsPy++1vfxvvete74pZbbql2UyjAa7D81LD8nEfLz+uw3H5TJ/UTMI4yixYtig9/+MOx3377xUMPPRSPPvpo9PX1VbtZvAJqWG7qN7pqecEFF8RZZ52Va3nbbbdVu0m8Qmo4Omr413/913HyySfHT3/6UzUsGa/B8lPD8nMeLT+vw3JbVEf1a652A9i6v7gf+MAH4uyzz453v/vd8f3vfz/uuuuu6O3tjTe84Q3Vbh6bQQ3LTf1GVy3PO++8eP/73x9/+Zd/GU8//XT83d/9XTQ0NMRf/MVfVLt5bAY1HD01nDVrVpx22mm5hn/7t38b48ePj3e84x3Vbh4vw2uw/NSw/JxHy8/rsNwW1Vn99GAcRd3eU7CRfnlTsJG8/e1vz/vTJ1a//vWvo7+/v9rN5CWoYbmp3+i6EDj33HPzxXi6EEh122WXXWL33XePK6+8clR/6jhaqOHoqOEHP/jBfEGe3hQP1HDvvfeOr3zlK3H77bdXu4m8BK/B8lPD8nMeLT+vw3JbVIf1EzCOAmvWrIkvfelLeUhmmvdtwNe+9rXo7OzMv9CpF9Vjjz0m4KhRalhu6je6Fue57LLL4vTTT88X42l4e/qEcd68efG9730vrr766vjBD34wKi8IRgs1LL/Vq1fH+eefny/G023DGt55551x8cUXx3e/+934P//n/1S7qQzDa7D81LD8nEfLz+uw3J6r0/oJGEeB7bbbLv77f//vcfDBB8e3v/3tvO/rX/963HjjjTn0eN/73hdvetOb8i/vww8/XO3mMgw1LDf1Gz223377OProo3OdUnDc2NiYLwTSpOhf+MIX4oADDohLL700X5R/61vfqnZzGYYalt+rXvWqvBjBI488slENr7nmmth///3zEL90gZ6moqC2eA2WnxqWn/No+Xkdltv2dVq/hn7daUaF9evXxy9/+cvcQ+ree++NJ554Iv73//7fsfPOOw8+ZsaMGbHjjjvmtLy9vb2q7WVjalhuPT09uX5phTD1K6f05zB9spik2qULgjSMKH26ny7Gp0yZMvjYmTNnxrJly+KSSy7JdaU2qOHoq+H//b//N/bYY488lO+LX/zikBqmYX9//OMf8zQUalgbvAbLTw3Lz3m0/LwOy62/jutnkZdRorm5Of7bf/tvMXbs2BxupN5UGwYbaez/n/7pn+buuRvup3aoYXmlT6UmTJiQPw0eN26c+pXUwIVAkoYzVCqV+Od//uf4x3/8xyEXAmkRn9bW1jx/UXd3d5Vay+bUML0uU29iNSxvDdNrMPUEv+666zaq4a677pqPqWHtcB4tPzUsP+fR8vM6LH/9+vr6cq/Ferse1YNxFKTiycAvcNqfPqX6j//4jzyBaFpkIk3um0Krz372s1VtM8P71a9+Fa9//esHt9WwXBYuXBj/9m//lueySUOlU/1ST8Y0JEX9yuUPf/hDPP/88/lie0C6GPjFL34Rn/nMZ6KpqSlfCOywww5x1VVXVbWtDG/VqlWxbt26mDx58uC+NFXBz372MzUsifvvvz9fz7zlLW8Z3HfDDTfk82padVENa1taHTO9Btva2gb3pTfFP//5z70GS7QoQarhXnvtlT80TZxHy+XHP/5xrl2anmfD65nUi8p5tBwWL14cL7zwQu6UMHHixLzP67CcIxSbm5vrqn4CxhJbsGBBLF26NM+vsWHI2Nvbmy/EU0iV0vBp06YNBhsvDiapvgsvvDD/Afnc5z435GSU6qeGtX8Bd+2118ahhx6aeygO8Bosn1SrBx98MP793/893vGOd+T5NF/72tfmY/Pnz89vjtMQonShd8UVV+T9allb0rQE3/nOd+KnP/1p7in8Z3/2Z4PH1LAc0qJYaUGs6dOnxz777BPjx48fUsMU9qcPAtKHAOlNcqKGtfWG+Ic//GEOiVOP/fS3Ly1+lngNlkMapnfHHXfEo48+Gm9+85vjlFNOGTyWhvmlN8dqWNt+8pOf5F5SaX7FNCw6BRkb1jC9Dp1Ha/91mM6l6QObFPT/xV/8xeAx59La9+ijj+Z5TT/wgQ/k19+GIWM9nEct8lJSKZBKPaTSPBq33npr3pfCxRQypl/kNNT2oIMOyp9czZ49Ox8fWLmI2nLcccflXlP/43/8j42GS6thbQdSH/7wh/MtvYlKwUbiNVg+6Q9/WoDn3e9+d57/JJ1b0xwpKSQemBvlyCOPjBUrVozKC4HRslJfqlu6mPvUpz6VX49r164dPK6G5fCjH/0ony/TnLbp3PrNb34zz0s8UMMUPD7++OPeFNdo7+H0odtf/dVf5R79v/71r3PP0yVLluTjXoO1Lw3PS50XzjrrrPzhd1r8I3VkGJCG+alhbUujn9J7wxQwptqkv4epjgNDL1MNnUdr2zPPPJOnWnrve9+b3xuma5t0jTPAubS2rV27Nr9HTPVJr7HU6SS9r0/vNerlPCpgLInVq1fned4GpOGWaVLe1NU2XcCl1YheHDK+7nWvyyen9OnVwDFqp4YD0jwMqRdcGk6U5u1LPTQSNazt+qU/GB//+Mdz74xUn4HaeA2WT/rD/tRTT+U/9mkC5nPOOSdfzKU3WgNOOOGEmDVrVnR1dY26C4HRYOXKlflT/fQaTXPZpL+RX/3qV+Omm27KPTUSNax96TWYPvVPi2Wla5zf//73+XU4cO59z3vek4OPFGapYW1JvTEeeOCB/PpKi5il65lUxzSNyACvwdqWzpXpPcXy5cvj1a9+dRx77LGDxwaCYjWs/Q4oaVRNqk/qAZd68qcP3FLP8AHOo7UtXX+mETXpb99DDz2Ue4SnD21ScJyC4cTrsHaNGTMm9zj9xCc+keddTCHjQA/GgZBxtNfPu90SSCn4SSedNBg8bRhwpDne5s6dm+fVSD1wkjRvSpICjvQpVZoUltqsYZI+VUzz3QwsCpKWr0/zMqYeHGpYu/VLPRTTbUDqSfyNb3wjfz0wH6r61aYXzwySLgbSPKjpoju9idp9993zJ4yp91R6gzwgXRC0tLSMuguB0VDDqVOnxpw5c/LFXHqTfOqpp8bJJ5+cAw81rE3DzdCTQo2Pfexj+YO31Ps7nXdTD6qBcCM5/vjj83xUalhb9Us1O+SQQ+Kiiy7KAVX6oC3VL30Qnj7ASduJ12BtTi+Rbul1lXoOp7A4SefTND9Y6pHz4g/c1LC2/O53v8s1TNcv6RyZei2m+zSXbeoFd+eddw72Bk+cR2u3hum9YAqG0xRL//Iv/5J7LH7oQx/K7/vTh3ADvA5rS/pANP1dXL9+fZ7eJc2Bmj4oTfPzX3nllflv4MAw6dFePwFjjUvBU7rYTnMRpS7S6cQzIIUX6Zc1fVL8hS98IffeOPPMM6Ojo6OqbWbzazjwhioFWGmYdKpjmrchTYieQg9qt34pREyvvST9gUjhRroYuPnmm/O+0fgHY7RItUlvlgYC4STNoZlC/nQhl2qcejKm+W0H3hRT+zVM82YmO+20Uw6n0kIvKeAfeLNM7dcwBVLpdXf++efnUHG33XbLU00M1/uf2qtf+pAmhYxppdrU0yZ9UHPiiSfmN1p68NemJ598MtcwzT982WWXxRvf+MbBURc77rhjfrP8yU9+Mu6+++5qN5WXqGH6kDv1WExBRppbMV3P/Mmf/Ek+d6bQ8aijjho1K9SO9hqmHm9ve9vbci3f8IY35N5w6UPUNDojjdagNsPFr33ta3mxlgceeCDvS2FjOoem9xcpZEx1TO/364G/9jUebKRPndIF2pe+9KV8oZ22B7pHJwOLuqSQKvXWSD2lBhYmoBw1nDRpUq5fCjSSgYmZKUf9Bv6IpAAyzf+24aeLlGcO2yR9QpwWB/nrv/7rfJGQwsV99923qm3llc1DnP4epiEnqYbpTXO6KE9vrCjP6/B//s//GWeccUbuhZoCj/QGOQXF1G79NgwZ0xyM6UO59AY5zWWbwsX0JovaHIr5rW99KwfDqadN6oWazqMDi4KkkTSplmmRiWuuuabazeVlaphee2m6pRQKp/cVqfd3mustvQ7TB24HHnhgtZvLZtQwBYmp00kKiFMP4jSPZhpRk96DpHn7qb363X777fm6JS2M9ZOf/GTIiNLUEzzVNE1dkD7AqQdWka7hTzJSqJE+yU+hRZK20yfGKchIb4LTH/wNpYvw9EucjMbx/PVQww2pYfnqN7CSO7U3f2Z6wzRwfhyQVudLnyymi7oNV8pMK9luv/32g2+KvRbLV8PUCyC9Fg8//PAqtJatUcM0nC996p9CD8pXvzR3WJpWJAVXifNo7dUwhcSf+9zn4u1vf3vsv//+ed7aNKQ2vebS9UyaBy6F///rf/2v/Hg1LFcN0/kzvQZTSPVS7zeovRqmoCp9QJo+NE0rSqepXwZGaVBb9Us9g9NaCun9YgryL7zwwlyrNBoqLR6ZOiqkhXvS0Pd6OY96J1zDv7zpRPPWt74194hKC0Wk5DsNg07DZ1P36RcPtd3wom+0/+KO1hpuSA3LVz/hYvnnsE1zTaVPGoWL5a7hEUccIVwseQ3TaIyBcNFn4eWr3wEHHCBcrPEapvnAUqCRapikN8ep51vqPZVGbcyYMUO4WNIaptAjDbFNwaJwsXw1fM1rXpNfh6nncOqVKlys3fql+RZTT+FUp9TZa+bMmXk4dLqGSSNqkoFwMamH86h3wzUq/VKm4SXp08P0iXBaqfbss8/O6XgarpBWHkqrYw4M1TRPWO1Rw3JTv/LbGnPY1sOFwGir4YYLglB9XofltjVeg+pXu3NJpw9S09DLJN2nsCOFiml49IZ1U8Ny1fDzn/98Hiqdei9S3tdhqqGFImu/fikgTlLnhIMOOigPb0+1GxgmXW8EjDVoIKhIcw6lybJTCp5+cd/5znfGMccck8f4H3bYYbn79OWXX567Tes5VVvUsNzUr/zMYVu/NTRvZu3wOiw3r8H6mUt6YC6xNCVMquEnPvGJvE/v4fLW8OMf/3jep4bVp4b1Ub9Vq1bl3vxpyHtaLCv1bKxH3hHXoDQXQ7pYS17/+tfnIOOee+7JYUbqQTVwLHWfTkvaP/XUU1VuMS+mhuWmfuWfPzPNCXbCCSfEX/7lX+Z9//qv/5oXVLrxxhvzhcKAgcns02M3HApGdalh+alhualffdVwYCXUtBDIRz7ykbxtWHT1qWH5qWH91C/1XNxvv/3yPKhpWq16/VvYXO0GMFQKK9Iy56961avy5K5paGb6BU3zwf37v/97/iVNF3Kp2236Ov2C77TTTtVuNhtQw3JTv9E3f+bf/M3f5D/2H/zgB3NgnIY1XHzxxbH77rsPfo85bGuLGpafGpab+tVfDdMUMANhsVCjNqhh+alh/dQv9eg/cIPV2uu1flaRriHpl/YHP/hBHH300fnTi1/+8peDSXly2WWX5WT8/PPPr2o72TQ1LDf1Gz3S3Jn/8R//kcPiNKz9wx/+cF75+/jjj88Tnt933315dbc999zT6t81Sg3LTw3LTf3qq4ZpdEYKNur1TXGtUsPyU8Ny87fwldGDsYakE8mdd96Zx+uPGTMmBx3plzT1qPrkJz+Zh2b+6Ec/qnYzeQlqWG7qV34Df9jT/JmpN01awe11r3tdnj8zfSqc5s9MUg/UNH9mWv00hcbUDjUsPzUsN/Wr7xoKNWqDGpafGpabv4XF1He8WmPSEuZpUuV0n36Z00Si733ve+Oxxx6Ln/3sZ/nTjLT8efpl1/G0Nqlhualf+Zk/s/zUsPzUsNzUr/zUsPzUsPzUsNzUrxg9GGtMWvo8Sd1t0+pDyZ//+Z/n+eAmTpyYh27We7fbWqeG5aZ+5WX+zPJTw/JTw3JTv/JTw/JTw/JTw3JTv+K8S65R6Zf3s5/9bMybNy8vhb733nvnX+Jddtml2k1jM6lhualf+ebPXLhwYVxwwQVx7LHHRk9Pz+Cxd7zjHVGpVOJzn/tc3m5ubs71dCFQW9Sw/NSw3NSv/NSw/NSw/NSw3NRvywgYa9R2220XM2bMiMmTJ8cRRxyR96V0XM+p8lDDclO/cs6fmT5JHJg/8+tf/3pemCdJQxlaW1ur3UxeghqWnxqWm/qVnxqWnxqWnxqWm/ptGe+Ua1T6ZZ42bVocd9xxg/tM9loualhu6lcu5s8sPzUsPzUsN/UrPzUsPzUsPzUsN/XbMg39nhUARunKbzfeeGMOitN8ms8880zukUo5qGH5qWG5qV/5qWH5qWH5qWG5qd8rY5EXAEbd/Jlf+cpX8qI86SIgzY2SmD+zPNSw/NSw3NSv/NSw/NSw/NSw3NTvldODEYBRJU3G/PDDD8fTTz89OMQ9/akzxL081LD81LDc1K/81LD81LD81LDc1O+VEzACAAAAAIVZ5AUAAAAAKEzACAAAAAAUJmAEAAAAAAoTMAIAAAAAhQkYAQDYatL6gevXr99of29vb/T19VWlTQAAbFvN2/jnAwBQR3p6euINb3hDvOY1rxmyf/Xq1XHSSSfFJz/5yZf9Gf/6r/8ab3rTm6JSqcQdd9wRs2bNiqVLl0ZbW1usW7culixZEvvss882/F8AAPBKCBgBANhqmpqa4rDDDot/+qd/GrL//vvvj9/+9reb9TMeffTRmD59eu4N+dBDD+VA8W/+5m/iggsuiOXLl8fChQvjyiuv3Eb/AwAAXikBIwAAWzVgbGhoGPbYpvZvKPVwvOGGG+Lb3/52NDY2xrJly6KlpSXfjjjiiFi8eHEsWrRoG7QcAICiBIwAAGxVmxMkbspll10W48aNize/+c35/jvf+U586lOfive97305WEyBIwAAtUXACADAVnXXXXfl3oYb+sMf/pCHOW+uiy66KPdgPOqoo/L2DjvsEHvttVc0NzfHfffdt9XbDABAcQJGAAC2qmOPPTauv/76jeZgfCVDm//lX/4lxo8fH3Pnzs0Luzz77LPx05/+NJ588slt0GIAALaEgBEAgK0qLc5S1Nlnnx0/+tGP4s4778xDrZ944ok8/+LkyZPj0EMPzXMwPvLII1u1vQAAbBkBIwAAIxIwbk7weO2110ZnZ2d8//vfjyOPPDJaW1vjqaeeiltuuWUbtBQAgK1BwAgAwFbT29ubex8ONwfjeeedt1k/4zOf+Ux84AMfiO233z5OP/30PA9jugcAoDYJGAEA2KoB48yZM+Pv//7vh+x/4IEHYvny5S/7/bfddlsOE1//+tcPDpnu6+uLiRMn5qHRt956aw4eAQCoHQ39WzJJDgAAbEVpOPSuu+46uP3oo4/GvvvuO7h9xx13xFvf+ta8qjQAALVBwAgAAAAAFNZY/FsBAAAAgHonYAQAAAAAChMwAgAAAACFCRgBAAAAgMIEjAAAAABAFPX/A+VMxsIL4cugAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 37
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 9.绘制条形图",
   "id": "8e57c0ea4a9cddce"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:44:14.721979Z",
     "start_time": "2025-01-06T02:44:14.669941Z"
    }
   },
   "cell_type": "code",
   "source": [
    "my_font =  font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) # 设置画布大小\n",
    "\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3  条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r') # 绘制条形图\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45) # 设置x轴的标签\n",
    "for rect in rects:\n",
    "    height = rect.get_height() # 获取条形的高度\n",
    "    plt.text(rect.get_x()+rect.get_width()/2,height+0.5,'%.2f'%height,ha='center',va='bottom',fontproperties=my_font) # 设置条形的数值\n",
    "\n",
    "plt.show()"
   ],
   "id": "86c292d289d31524",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 47
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 10 直方图",
   "id": "293fe46528d9cd50"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:49:36.547936Z",
     "start_time": "2025-01-06T02:49:36.538424Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131,   98,    125,   131,   124,   139,   131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "119,   128,   121,   142,   127,   130,   124, 101, 110, 116, 117, 110, 128, 128, 115,   99,\n",
    "136,   126,   134,   95,    138,   117,   111,78, 132, 124, 113, 150, 110, 117,  86,    95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101,   99, 136,123,\n",
    "117,   119,   105,   137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120,  107,   129, 116,\n",
    "108,   132,   103,   136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121,  112,   139, 125,\n",
    "138,   109,   132,   134,156, 106, 117, 127, 144, 139, 139, 119, 140,   83,    110,   102,123,\n",
    "107,   143,   115,   136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112,  114,   122, 109,\n",
    "106,   123,   116,   131,   127, 115, 118, 112, 135,115,   146,   137,   116,   103,   144,   83,    123,\n",
    "111,   110,   111,   100,   154,136, 100, 118, 119, 133,   134,   106,   129,   126,   110,   111,   109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130,   141, 117, 106, 114, 121, 114, 133, 137,    92,121,    112,   146,   97,    137, 105,  98,\n",
    "117,   112,   81,    97, 139, 113,134, 106, 144, 110, 137,  137,   111,   104,   117, 100, 111,\n",
    "101,   110,105, 129, 137, 112, 120, 113, 133, 112,    83,    94,    146,   133,   101,131, 116,\n",
    "111,   84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "\n",
    "# 创建画布\n",
    "\n"
   ],
   "id": "9bb27ec6cc740e06",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 50
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:50:56.625136Z",
     "start_time": "2025-01-06T02:50:56.465535Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方图\n",
    "print(max(time),min(time))\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "\n",
    "# 修改x轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "plt.yticks(range(0, 20, 1))\n",
    "\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "4bb43ece5c4d7076",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 55
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 11 饼图",
   "id": "303799c3223df628"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:55:45.306556Z",
     "start_time": "2025-01-06T02:55:45.236817Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]   # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# plt.pie(size, labels=label_list, colors=color, explode=explode, autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=90, pctdistance=0.5)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "1fa4fdca53e6533",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 65
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-05T05:52:51.891520Z",
     "start_time": "2025-03-05T05:52:51.886318Z"
    }
   },
   "cell_type": "code",
   "source": [
    "score = np.array([[80, 88], [82, 81], [75, 81]])\n",
    "print(score)\n",
    "# np.where() 是一个强大的函数，用于根据条件生成一个新的成布尔数组。\n",
    "result = np.where(score < 80,True,False)  #类似于if else\n",
    "print(result)\n",
    "# 布尔索引可以用来选择数组中满足条件的元素，并对其进行修改。\n",
    "# 在这个例子中，所有小于 80 的分数被修改为 100\n",
    "score[result] = 100\n",
    "score"
   ],
   "id": "e7bd64ba336bb6e6",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[80 88]\n",
      " [82 81]\n",
      " [75 81]]\n",
      "[[False False]\n",
      " [False False]\n",
      " [ True False]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[ 80,  88],\n",
       "       [ 82,  81],\n",
       "       [100,  81]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T02:23:11.231579Z",
     "start_time": "2025-03-06T02:23:11.228053Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import  numpy as np\n",
    "a = np.ones((3, 4, 5, 6))\n",
    "\n",
    "\n",
    "print(id(a))\n",
    "print(id(np.rollaxis(a, 2)))\n"
   ],
   "id": "9cb2ece260186f9e",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2037526096528\n",
      "2037519963536\n"
     ]
    }
   ],
   "execution_count": 5
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
